{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "TqmhFYR9fKkf" }, "source": [ "# Model Explainability with ELI5\n", "\n", "[ELI5](https://eli5.readthedocs.io/en/latest/index.html) is a Python library which allows to visualize and debug various Machine Learning models using unified API. It has built-in support for several ML frameworks and provides a way to explain black-box models. <br>\n", "\n", " \n", "<br>\n", "\n", "In this notebook we will cover explainability methods for:\n", "1. White-box models (e.g. linear models)\n", "2. Black-box models (e.g. neural networks)\n", "3. Grad-CAM for convolutional neural networks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Explaining White Box Models (e.g. Logistic Regression)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "_29BlbSMu_Fo" }, "source": [ "### Import General Libraries" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "colab_type": "code", "executionInfo": { "elapsed": 10610, "status": "ok", "timestamp": 1585423081134, "user": { "displayName": "Dan Bochman", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgPUrJxBYu84aVhf5cZhNNVWktaCVjhcTtd8VI3Tw=s64", "userId": "03714613443605781637" }, "user_tz": -180 }, "id": "0I-y3mwcvCRb", "outputId": "3c337c7d-a6a2-4c1b-ca1b-1d806b544977" }, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "1FPT6zBhfZNh" }, "source": [ "### German Credit Data\n", "This dataset classifies people described by a set of attributes as good or bad credit risks." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": {}, "colab_type": "code", "id": "w2DHoAQzfYdg" }, "outputs": [], "source": [ "from sklearn.datasets import fetch_openml\n", "\n", "original_features, labels = fetch_openml('credit-g', return_X_y=True, as_frame=True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 291 }, "colab_type": "code", "executionInfo": { "elapsed": 10579, "status": "ok", "timestamp": 1585423081136, "user": { "displayName": "Dan Bochman", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgPUrJxBYu84aVhf5cZhNNVWktaCVjhcTtd8VI3Tw=s64", "userId": "03714613443605781637" }, "user_tz": -180 }, "id": "iTYWQaQnfIxX", "outputId": "4d86f523-7c68-40ee-f221-c133569dcba0" }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>checking_status</th>\n", " <th>duration</th>\n", " <th>credit_history</th>\n", " <th>purpose</th>\n", " <th>credit_amount</th>\n", " <th>savings_status</th>\n", " <th>employment</th>\n", " <th>installment_commitment</th>\n", " <th>personal_status</th>\n", " <th>other_parties</th>\n", " <th>residence_since</th>\n", " <th>property_magnitude</th>\n", " <th>age</th>\n", " <th>other_payment_plans</th>\n", " <th>housing</th>\n", " <th>existing_credits</th>\n", " <th>job</th>\n", " <th>num_dependents</th>\n", " <th>own_telephone</th>\n", " <th>foreign_worker</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td><0</td>\n", " <td>6.0</td>\n", " <td>critical/other existing credit</td>\n", " <td>radio/tv</td>\n", " <td>1169.0</td>\n", " <td>no known savings</td>\n", " <td>>=7</td>\n", " <td>4.0</td>\n", " <td>male single</td>\n", " <td>none</td>\n", " <td>4.0</td>\n", " <td>real estate</td>\n", " <td>67.0</td>\n", " <td>none</td>\n", " <td>own</td>\n", " <td>2.0</td>\n", " <td>skilled</td>\n", " <td>1.0</td>\n", " <td>yes</td>\n", " <td>yes</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>0<=X<200</td>\n", " <td>48.0</td>\n", " <td>existing paid</td>\n", " <td>radio/tv</td>\n", " <td>5951.0</td>\n", " <td><100</td>\n", " <td>1<=X<4</td>\n", " <td>2.0</td>\n", " <td>female div/dep/mar</td>\n", " <td>none</td>\n", " <td>2.0</td>\n", " <td>real estate</td>\n", " <td>22.0</td>\n", " <td>none</td>\n", " <td>own</td>\n", " <td>1.0</td>\n", " <td>skilled</td>\n", " <td>1.0</td>\n", " <td>none</td>\n", " <td>yes</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>no checking</td>\n", " <td>12.0</td>\n", " <td>critical/other existing credit</td>\n", " <td>education</td>\n", " <td>2096.0</td>\n", " <td><100</td>\n", " <td>4<=X<7</td>\n", " <td>2.0</td>\n", " <td>male single</td>\n", " <td>none</td>\n", " <td>3.0</td>\n", " <td>real estate</td>\n", " <td>49.0</td>\n", " <td>none</td>\n", " <td>own</td>\n", " <td>1.0</td>\n", " <td>unskilled resident</td>\n", " <td>2.0</td>\n", " <td>none</td>\n", " <td>yes</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td><0</td>\n", " <td>42.0</td>\n", " <td>existing paid</td>\n", " <td>furniture/equipment</td>\n", " <td>7882.0</td>\n", " <td><100</td>\n", " <td>4<=X<7</td>\n", " <td>2.0</td>\n", " <td>male single</td>\n", " <td>guarantor</td>\n", " <td>4.0</td>\n", " <td>life insurance</td>\n", " <td>45.0</td>\n", " <td>none</td>\n", " <td>for free</td>\n", " <td>1.0</td>\n", " <td>skilled</td>\n", " <td>2.0</td>\n", " <td>none</td>\n", " <td>yes</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td><0</td>\n", " <td>24.0</td>\n", " <td>delayed previously</td>\n", " <td>new car</td>\n", " <td>4870.0</td>\n", " <td><100</td>\n", " <td>1<=X<4</td>\n", " <td>3.0</td>\n", " <td>male single</td>\n", " <td>none</td>\n", " <td>4.0</td>\n", " <td>no known property</td>\n", " <td>53.0</td>\n", " <td>none</td>\n", " <td>for free</td>\n", " <td>2.0</td>\n", " <td>skilled</td>\n", " <td>2.0</td>\n", " <td>none</td>\n", " <td>yes</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " checking_status duration credit_history \\\n", "0 <0 6.0 critical/other existing credit \n", "1 0<=X<200 48.0 existing paid \n", "2 no checking 12.0 critical/other existing credit \n", "3 <0 42.0 existing paid \n", "4 <0 24.0 delayed previously \n", "\n", " purpose credit_amount savings_status employment \\\n", "0 radio/tv 1169.0 no known savings >=7 \n", "1 radio/tv 5951.0 <100 1<=X<4 \n", "2 education 2096.0 <100 4<=X<7 \n", "3 furniture/equipment 7882.0 <100 4<=X<7 \n", "4 new car 4870.0 <100 1<=X<4 \n", "\n", " installment_commitment personal_status other_parties residence_since \\\n", "0 4.0 male single none 4.0 \n", "1 2.0 female div/dep/mar none 2.0 \n", "2 2.0 male single none 3.0 \n", "3 2.0 male single guarantor 4.0 \n", "4 3.0 male single none 4.0 \n", "\n", " property_magnitude age other_payment_plans housing existing_credits \\\n", "0 real estate 67.0 none own 2.0 \n", "1 real estate 22.0 none own 1.0 \n", "2 real estate 49.0 none own 1.0 \n", "3 life insurance 45.0 none for free 1.0 \n", "4 no known property 53.0 none for free 2.0 \n", "\n", " job num_dependents own_telephone foreign_worker \n", "0 skilled 1.0 yes yes \n", "1 skilled 1.0 none yes \n", "2 unskilled resident 2.0 none yes \n", "3 skilled 2.0 none yes \n", "4 skilled 2.0 none yes " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "original_features.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 139 }, "colab_type": "code", "executionInfo": { "elapsed": 10557, "status": "ok", "timestamp": 1585423081137, "user": { "displayName": "Dan Bochman", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgPUrJxBYu84aVhf5cZhNNVWktaCVjhcTtd8VI3Tw=s64", "userId": "03714613443605781637" }, "user_tz": -180 }, "id": "YX7se3NopG4t", "outputId": "1541edb3-8e3c-4e5a-8721-1b303f572715" }, "outputs": [ { "data": { "text/plain": [ "0 good\n", "1 bad\n", "2 good\n", "3 good\n", "4 bad\n", "Name: class, dtype: category\n", "Categories (2, object): [good, bad]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prepare Data for Training" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# map the target categories to integers\n", "label_to_int = {'good': 1, 'bad': 0}\n", "int_to_label = {1: 'good', 0: 'bad'}" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": {}, "colab_type": "code", "id": "Q57tb2P6u2HF" }, "outputs": [], "source": [ "# one-hot-encoding for the categorical features\n", "encoded_features = pd.get_dummies(original_features, prefix_sep=': ')\n", "labels = labels.map(label_to_int)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "# train test split\n", "features_train, features_test, labels_train, labels_test = train_test_split(encoded_features, labels, test_size=0.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Scaling**, compared to **Normalizing**, gives a more intuitive meaning to the resulting **linear model weights**" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": {}, "colab_type": "code", "id": "H7N7IcEpvx-m" }, "outputs": [], "source": [ "from sklearn.preprocessing import MinMaxScaler\n", "\n", "# feature scaling\n", "scaler = MinMaxScaler()\n", "features_train = pd.DataFrame(scaler.fit_transform(features_train), \n", " columns=encoded_features.columns)\n", "features_test = pd.DataFrame(scaler.transform(features_test), \n", " columns=encoded_features.columns)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "0l5uuWWG4stc" }, "source": [ "### Training a simple Logistic Regression model" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "colab_type": "code", "executionInfo": { "elapsed": 10518, "status": "ok", "timestamp": 1585423081138, "user": { "displayName": "Dan Bochman", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgPUrJxBYu84aVhf5cZhNNVWktaCVjhcTtd8VI3Tw=s64", "userId": "03714613443605781637" }, "user_tz": -180 }, "id": "FpHbWubp31wi", "outputId": "8f683456-92e1-41f1-d20d-75a1920558f7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.715\n" ] } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "from sklearn.metrics import accuracy_score\n", "\n", "regressor = LogisticRegression(max_iter=10000)\n", "regressor.fit(features_train, labels_train)\n", "\n", "print(accuracy_score(labels_test, regressor.predict(features_test)))" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "4bWekEVg6CMW" }, "source": [ "### Analyzing the resulting model with ELI5\n", "" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 107 }, "colab_type": "code", "executionInfo": { "elapsed": 10511, "status": "ok", "timestamp": 1585423081139, "user": { "displayName": "Dan Bochman", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgPUrJxBYu84aVhf5cZhNNVWktaCVjhcTtd8VI3Tw=s64", "userId": "03714613443605781637" }, "user_tz": -180 }, "id": "ixOqnjmP55XV", "outputId": "81af3076-87db-43e6-c584-33780a1b7fd2" }, "outputs": [], "source": [ "import eli5" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "xHfHzYT5Abwx" }, "source": [ "**Global model interpretation (Amplitude + Direction)** <br>\n", "Let's see in general what type of features are related to good credit and bad credit. <br> \n", "For linear models, it's just the model weights, but presented sorted and colored for clarity!" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 471 }, "colab_type": "code", "executionInfo": { "elapsed": 10501, "status": "ok", "timestamp": 1585423081139, "user": { "displayName": "Dan Bochman", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgPUrJxBYu84aVhf5cZhNNVWktaCVjhcTtd8VI3Tw=s64", "userId": "03714613443605781637" }, "user_tz": -180 }, "id": "7Y-nUrOf6IGW", "outputId": "9f6cf30e-78b3-450d-8175-7722da75b11c" }, "outputs": [ { "data": { "text/html": [ "\n", " <style>\n", " table.eli5-weights tr:hover {\n", " filter: brightness(85%);\n", " }\n", "</style>\n", "\n", "\n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", " \n", "\n", " \n", "\n", " \n", " \n", " \n", " \n", " \n", " <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n", " <b>\n", " \n", " y=good\n", " \n", "</b>\n", "\n", "top features\n", " </p>\n", " \n", " <table class=\"eli5-weights\"\n", " style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n", " <thead>\n", " <tr style=\"border: none;\">\n", " \n", " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n", " Weight<sup>?</sup>\n", " </th>\n", " \n", " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n", " \n", " </tr>\n", " </thead>\n", " <tbody>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +2.194\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " <BIAS>\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 88.45%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +1.001\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " credit_history: critical/other existing credit\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 90.01%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.814\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " checking_status: no checking\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 90.11%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.802\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " purpose: domestic appliance\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 91.05%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.695\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " purpose: used car\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 92.24%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.567\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " age\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 92.97%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.492\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " other_parties: guarantor\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 93.49%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.442\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " employment: 4<=X<7\n", " </td>\n", " \n", "</tr>\n", " \n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 93.49%); border: none;\">\n", " <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n", " <i>… 22 more positive …</i>\n", " </td>\n", " </tr>\n", " \n", "\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 93.63%); border: none;\">\n", " <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n", " <i>… 20 more negative …</i>\n", " </td>\n", " </tr>\n", " \n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 93.63%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.428\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " savings_status: <100\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 93.60%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.431\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " property_magnitude: no known property\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 92.47%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.544\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " other_parties: co applicant\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 92.05%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.587\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " credit_history: all paid\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 91.84%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.609\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " installment_commitment\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 91.75%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.619\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " existing_credits\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 91.51%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.646\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " credit_history: no credits/all paid\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 90.59%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.747\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " checking_status: <0\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 89.65%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.856\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " purpose: education\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 89.51%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.873\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " purpose: new car\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 85.84%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -1.340\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " credit_amount\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 84.93%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -1.463\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " duration\n", " </td>\n", " \n", "</tr>\n", " \n", "\n", " </tbody>\n", " </table>\n", "\n", " \n", " \n", "\n", " \n", "\n", "\n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", "\n", "\n" ], "text/plain": [ "Explanation(estimator=\"LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\\n intercept_scaling=1, l1_ratio=None, max_iter=10000,\\n multi_class='auto', n_jobs=None, penalty='l2',\\n random_state=None, solver='lbfgs', tol=0.0001, verbose=0,\\n warm_start=False)\", description=\"\\nFeatures with largest coefficients.\\nCaveats:\\n1. Be careful with features which are not\\n independent - weights don't show their importance.\\n2. If scale of input features is different then scale of coefficients\\n will also be different, making direct comparison between coefficient values\\n incorrect.\\n3. Depending on regularization, rare features sometimes may have high\\n coefficients; this doesn't mean they contribute much to the\\n classification result for most examples.\\n\", error=None, method='linear model', is_regression=False, targets=[TargetExplanation(target='good', feature_weights=FeatureWeights(pos=[FeatureWeight(feature='<BIAS>', weight=2.193647319698836, std=None, value=None), FeatureWeight(feature='credit_history: critical/other existing credit', weight=1.000896167259066, std=None, value=None), FeatureWeight(feature='checking_status: no checking', weight=0.8138594113906703, std=None, value=None), FeatureWeight(feature='purpose: domestic appliance', weight=0.8018299419515248, std=None, value=None), FeatureWeight(feature='purpose: used car', weight=0.695164391185057, std=None, value=None), FeatureWeight(feature='age', weight=0.5669231592835985, std=None, value=None), FeatureWeight(feature='other_parties: guarantor', weight=0.4921574045912372, std=None, value=None), FeatureWeight(feature='employment: 4<=X<7', weight=0.4416553604566577, std=None, value=None)], neg=[FeatureWeight(feature='duration', weight=-1.4634086284009664, std=None, value=None), FeatureWeight(feature='credit_amount', weight=-1.3395206850221912, std=None, value=None), FeatureWeight(feature='purpose: new car', weight=-0.873097961151957, std=None, value=None), FeatureWeight(feature='purpose: education', weight=-0.8561468034981157, std=None, value=None), FeatureWeight(feature='checking_status: <0', weight=-0.7472272017707997, std=None, value=None), FeatureWeight(feature='credit_history: no credits/all paid', weight=-0.6455001049099894, std=None, value=None), FeatureWeight(feature='existing_credits', weight=-0.6190881127152529, std=None, value=None), FeatureWeight(feature='installment_commitment', weight=-0.6092678840686777, std=None, value=None), FeatureWeight(feature='credit_history: all paid', weight=-0.5867488395606082, std=None, value=None), FeatureWeight(feature='other_parties: co applicant', weight=-0.5435727673165546, std=None, value=None), FeatureWeight(feature='property_magnitude: no known property', weight=-0.43124067967708596, std=None, value=None), FeatureWeight(feature='savings_status: <100', weight=-0.4277431313851409, std=None, value=None)], pos_remaining=22, neg_remaining=20), proba=None, score=None, weighted_spans=None, heatmap=None)], feature_importances=None, decision_tree=None, highlight_spaces=None, transition_features=None, image=None)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eli5.explain_weights(regressor, feature_names=encoded_features.columns.to_list(), \n", " target_names=int_to_label)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "NSLUhE2eDPHR" }, "source": [ "**Local model interpretation (Amplitude + Direction)** <br>\n", "For a specific prediction we can highlight what specific features led the model to its prediction. <br>\n", "For this linear model it's basically the corresponding model weight * sample feature." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 436 }, "colab_type": "code", "executionInfo": { "elapsed": 10480, "status": "ok", "timestamp": 1585423081140, "user": { "displayName": "Dan Bochman", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgPUrJxBYu84aVhf5cZhNNVWktaCVjhcTtd8VI3Tw=s64", "userId": "03714613443605781637" }, "user_tz": -180 }, "id": "c7Qdv6uc7xSb", "outputId": "56fa1508-e1f3-4f55-c96f-695dedfcc903" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True label: good\n" ] }, { "data": { "text/html": [ "\n", " <style>\n", " table.eli5-weights tr:hover {\n", " filter: brightness(85%);\n", " }\n", "</style>\n", "\n", "\n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", " \n", "\n", " \n", "\n", " \n", " \n", " \n", " \n", " \n", " <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n", " <b>\n", " \n", " y=good\n", " \n", "</b>\n", "\n", " \n", " (probability <b>0.792</b>, score <b>1.339</b>)\n", "\n", "top features\n", " </p>\n", " \n", " <table class=\"eli5-weights\"\n", " style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n", " <thead>\n", " <tr style=\"border: none;\">\n", " \n", " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if "show_feature_values" is True.\">\n", " Contribution<sup>?</sup>\n", " </th>\n", " \n", " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n", " \n", " </tr>\n", " </thead>\n", " <tbody>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +2.194\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " <BIAS>\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 90.01%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.814\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " checking_status: no checking\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 95.23%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.283\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " age\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 95.79%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.237\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " personal_status: male single\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 96.28%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.199\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " housing: own\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 97.00%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.146\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " credit_history: existing paid\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 97.55%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.109\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " property_magnitude: life insurance\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 98.11%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.076\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " own_telephone: yes\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 98.46%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.056\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " employment: >=7\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 98.56%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.051\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " other_parties: none\n", " </td>\n", " \n", "</tr>\n", " \n", " \n", "\n", " \n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 99.09%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.026\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " residence_since\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 99.04%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.028\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " other_payment_plans: bank\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 97.94%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.086\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " num_dependents\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 97.41%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.118\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " purpose: furniture/equipment\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 96.82%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.159\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " job: skilled\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 95.85%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.232\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " credit_amount\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 95.02%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.301\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " duration\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 93.79%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.413\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " existing_credits\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 93.65%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.426\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " foreign_worker: yes\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 93.63%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.428\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " savings_status: <100\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 91.84%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.609\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " installment_commitment\n", " </td>\n", " \n", "</tr>\n", " \n", "\n", " </tbody>\n", " </table>\n", "\n", " \n", " \n", "\n", " \n", "\n", "\n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", "\n", "\n" ], "text/plain": [ "Explanation(estimator=\"LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\\n intercept_scaling=1, l1_ratio=None, max_iter=10000,\\n multi_class='auto', n_jobs=None, penalty='l2',\\n random_state=None, solver='lbfgs', tol=0.0001, verbose=0,\\n warm_start=False)\", description=None, error=None, method='linear model', is_regression=False, targets=[TargetExplanation(target='good', feature_weights=FeatureWeights(pos=[FeatureWeight(feature='<BIAS>', weight=2.193647319698836, std=None, value=1.0), FeatureWeight(feature='checking_status: no checking', weight=0.8138594113906703, std=None, value=1.0), FeatureWeight(feature='age', weight=0.2834615796417992, std=None, value=0.49999999999999994), FeatureWeight(feature='personal_status: male single', weight=0.2371586956223343, std=None, value=1.0), FeatureWeight(feature='housing: own', weight=0.19869836731488155, std=None, value=1.0), FeatureWeight(feature='credit_history: existing paid', weight=0.1459454449618008, std=None, value=1.0), FeatureWeight(feature='property_magnitude: life insurance', weight=0.10947253445693567, std=None, value=1.0), FeatureWeight(feature='own_telephone: yes', weight=0.0755284436330785, std=None, value=1.0), FeatureWeight(feature='employment: >=7', weight=0.05641902513443865, std=None, value=1.0), FeatureWeight(feature='other_parties: none', weight=0.051030852507434776, std=None, value=1.0)], neg=[FeatureWeight(feature='installment_commitment', weight=-0.6092678840686777, std=None, value=1.0), FeatureWeight(feature='savings_status: <100', weight=-0.4277431313851409, std=None, value=1.0), FeatureWeight(feature='foreign_worker: yes', weight=-0.4256801544193556, std=None, value=1.0), FeatureWeight(feature='existing_credits', weight=-0.4127254084768353, std=None, value=0.6666666666666667), FeatureWeight(feature='duration', weight=-0.30129001172961073, std=None, value=0.20588235294117646), FeatureWeight(feature='credit_amount', weight=-0.23220917319152598, std=None, value=0.17335243553008595), FeatureWeight(feature='job: skilled', weight=-0.15883469835758418, std=None, value=1.0), FeatureWeight(feature='purpose: furniture/equipment', weight=-0.11821527817741395, std=None, value=1.0), FeatureWeight(feature='num_dependents', weight=-0.0855599816237633, std=None, value=1.0), FeatureWeight(feature='other_payment_plans: bank', weight=-0.028493956778215444, std=None, value=1.0), FeatureWeight(feature='residence_since', weight=-0.026378498709279538, std=None, value=1.0)], pos_remaining=0, neg_remaining=0), proba=0.7922963994471688, score=1.3388234974448072, weighted_spans=None, heatmap=None)], feature_importances=None, decision_tree=None, highlight_spaces=None, transition_features=None, image=None)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_sample_idx = 0\n", "print('True label: {}'.format(int_to_label[labels_test.iloc[test_sample_idx]]))\n", "eli5.explain_prediction(regressor, features_test.iloc[test_sample_idx], target_names=int_to_label)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 419 }, "colab_type": "code", "executionInfo": { "elapsed": 10467, "status": "ok", "timestamp": 1585423081141, "user": { "displayName": "Dan Bochman", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgPUrJxBYu84aVhf5cZhNNVWktaCVjhcTtd8VI3Tw=s64", "userId": "03714613443605781637" }, "user_tz": -180 }, "id": "s1ZZzOFO8uKv", "outputId": "409fce83-0ec6-4909-fd09-1f108b480ee3" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True label: good\n" ] }, { "data": { "text/html": [ "\n", " <style>\n", " table.eli5-weights tr:hover {\n", " filter: brightness(85%);\n", " }\n", "</style>\n", "\n", "\n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", " \n", "\n", " \n", "\n", " \n", " \n", " \n", " \n", " \n", " <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n", " <b>\n", " \n", " y=good\n", " \n", "</b>\n", "\n", " \n", " (probability <b>0.612</b>, score <b>0.455</b>)\n", "\n", "top features\n", " </p>\n", " \n", " <table class=\"eli5-weights\"\n", " style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n", " <thead>\n", " <tr style=\"border: none;\">\n", " \n", " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if "show_feature_values" is True.\">\n", " Contribution<sup>?</sup>\n", " </th>\n", " \n", " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n", " \n", " </tr>\n", " </thead>\n", " <tbody>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +2.194\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " <BIAS>\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 90.01%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.814\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " checking_status: no checking\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 94.28%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.367\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " other_payment_plans: none\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 95.79%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.237\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " personal_status: male single\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 95.84%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.233\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " age\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 96.28%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.199\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " housing: own\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 97.00%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.146\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " credit_history: existing paid\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 97.55%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.109\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " property_magnitude: life insurance\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 98.11%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.076\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " own_telephone: yes\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 98.46%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.056\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " employment: >=7\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(120, 100.00%, 98.56%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " +0.051\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " other_parties: none\n", " </td>\n", " \n", "</tr>\n", " \n", " \n", "\n", " \n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 99.09%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.026\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " residence_since\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 97.37%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.121\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " job: high qualif/self emp/mgmt\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 96.22%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.203\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " installment_commitment\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 93.65%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.426\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " foreign_worker: yes\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 93.63%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.428\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " savings_status: <100\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 90.61%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.745\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " credit_amount\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 89.51%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -0.873\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " purpose: new car\n", " </td>\n", " \n", "</tr>\n", " \n", " <tr style=\"background-color: hsl(0, 100.00%, 86.85%); border: none;\">\n", " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", " -1.205\n", " </td>\n", " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", " duration\n", " </td>\n", " \n", "</tr>\n", " \n", "\n", " </tbody>\n", " </table>\n", "\n", " \n", " \n", "\n", " \n", "\n", "\n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", " \n", "\n", "\n", "\n" ], "text/plain": [ "Explanation(estimator=\"LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\\n intercept_scaling=1, l1_ratio=None, max_iter=10000,\\n multi_class='auto', n_jobs=None, penalty='l2',\\n random_state=None, solver='lbfgs', tol=0.0001, verbose=0,\\n warm_start=False)\", description=None, error=None, method='linear model', is_regression=False, targets=[TargetExplanation(target='good', feature_weights=FeatureWeights(pos=[FeatureWeight(feature='<BIAS>', weight=2.193647319698836, std=None, value=1.0), FeatureWeight(feature='checking_status: no checking', weight=0.8138594113906703, std=None, value=1.0), FeatureWeight(feature='other_payment_plans: none', weight=0.36686505964161464, std=None, value=1.0), FeatureWeight(feature='personal_status: male single', weight=0.2371586956223343, std=None, value=1.0), FeatureWeight(feature='age', weight=0.2328434404200494, std=None, value=0.41071428571428575), FeatureWeight(feature='housing: own', weight=0.19869836731488155, std=None, value=1.0), FeatureWeight(feature='credit_history: existing paid', weight=0.1459454449618008, std=None, value=1.0), FeatureWeight(feature='property_magnitude: life insurance', weight=0.10947253445693567, std=None, value=1.0), FeatureWeight(feature='own_telephone: yes', weight=0.0755284436330785, std=None, value=1.0), FeatureWeight(feature='employment: >=7', weight=0.05641902513443865, std=None, value=1.0), FeatureWeight(feature='other_parties: none', weight=0.051030852507434776, std=None, value=1.0)], neg=[FeatureWeight(feature='duration', weight=-1.205160046918443, std=None, value=0.8235294117647058), FeatureWeight(feature='purpose: new car', weight=-0.873097961151957, std=None, value=1.0), FeatureWeight(feature='credit_amount', weight=-0.7447522433256508, std=None, value=0.5559841304826979), FeatureWeight(feature='savings_status: <100', weight=-0.4277431313851409, std=None, value=1.0), FeatureWeight(feature='foreign_worker: yes', weight=-0.4256801544193556, std=None, value=1.0), FeatureWeight(feature='installment_commitment', weight=-0.20308929468955922, std=None, value=0.3333333333333333), FeatureWeight(feature='job: high qualif/self emp/mgmt', weight=-0.1206428134685119, std=None, value=1.0), FeatureWeight(feature='residence_since', weight=-0.026378498709279538, std=None, value=1.0)], pos_remaining=0, neg_remaining=0), proba=0.6118094262997529, score=0.45492445071417653, weighted_spans=None, heatmap=None)], feature_importances=None, decision_tree=None, highlight_spaces=None, transition_features=None, image=None)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_sample_idx = 2\n", "print('True label: {}'.format(int_to_label[labels_test.iloc[test_sample_idx]]))\n", "eli5.explain_prediction(regressor, features_test.iloc[test_sample_idx], target_names=int_to_label)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "LI3aJQy-DbwG" }, "source": [ "# Explaining a Black-box Model (e.g. Neural Network)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from keras.layers import Dense, Dropout\n", "from keras.models import Sequential, load_model\n", "from keras.optimizers import RMSprop\n", "from keras.callbacks import ModelCheckpoint" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": {}, "colab_type": "code", "id": "krHmWTRb9Mpg" }, "outputs": [], "source": [ "nn = Sequential()\n", "nn.add(Dense(10, activation='relu', input_shape=[encoded_features.shape[1],]))\n", "nn.add(Dropout(0.5))\n", "nn.add(Dense(1, activation='sigmoid'))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": {}, "colab_type": "code", "id": "eo_0skSWEvFz" }, "outputs": [], "source": [ "nn.compile(optimizer=RMSprop(lr=0.01),\n", " loss='binary_crossentropy',\n", " metrics=['accuracy'])\n", "\n", "# in case we want to reset our weights\n", "nn.save('init_weights.h5')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "callbacks = [ModelCheckpoint('credit_trained.h5', monitor='val_acc', verbose=1, save_best_only=True, mode='max')]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "colab_type": "code", "executionInfo": { "elapsed": 82733, "status": "ok", "timestamp": 1585423153434, "user": { "displayName": "Dan Bochman", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgPUrJxBYu84aVhf5cZhNNVWktaCVjhcTtd8VI3Tw=s64", "userId": "03714613443605781637" }, "user_tz": -180 }, "id": "uakMmi7de8IJ", "outputId": "632f1ba5-d437-4b4e-8917-03bfbb953e6c" }, "outputs": [], "source": [ "nn.fit(features_train, labels_train,\n", " batch_size=32,\n", " validation_split=0.2,\n", " callbacks=callbacks,\n", " epochs=1000)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "FQYHzPMNGmW9" }, "source": [ "### Explainability through Permutation Importance\n", "Compute feature importances for any black-box estimator by measuring how score decreases when a feature is not available; the method is also known as “Mean Decrease Accuracy (MDA)”. <br>\n", "<br>\n", "Very similar to the way feature importance is computed in Random Forest algorithms ([Breiman, “Random Forests”, Machine Learning, 45(1), 5-32, 2001](https://www.stat.berkeley.edu/~breiman/randomforest2001.pdf)) <br>\n", "<br>\n", "To do that one can remove feature from the dataset, re-train the estimator and check the score. But it requires re-training an estimator for each feature, which can be computationally intensive. Also, it shows what may be important within a dataset, not what is important within a concrete trained model.\n", "\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": {}, "colab_type": "code", "id": "J_PEpQX0Fx_7" }, "outputs": [], "source": [ "from eli5.permutation_importance import get_score_importances" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# nn = load_model('credit_trained.h5')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "colab": {}, "colab_type": "code", "id": "xorYBs56HC_O" }, "outputs": [], "source": [ "# the more 'correct' but computationally expensive method to compute feature importance\n", "def score_with_train(features, labels):\n", " nn.load_weights('init_weights.h5')\n", " nn.fit(features, labels, \n", " epochs=1000)\n", " predictions = nn.predict_classes(features)\n", " return accuracy_score(labels, predictions)\n", "\n", "# the faster option, without re-training, noising features on the test set\n", "def score_without_train(features, labels):\n", " predictions = nn.predict_classes(features)\n", " return accuracy_score(labels, predictions)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 52 }, "colab_type": "code", "executionInfo": { "elapsed": 85726, "status": "ok", "timestamp": 1585423156460, "user": { "displayName": "Dan Bochman", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgPUrJxBYu84aVhf5cZhNNVWktaCVjhcTtd8VI3Tw=s64", "userId": "03714613443605781637" }, "user_tz": -180 }, "id": "czBgkdlbHyBc", "outputId": "edb3b87b-6850-4215-cccf-06fc78b26f1d" }, "outputs": [], "source": [ "base_score, score_decreases = get_score_importances(score_without_train, \n", " features_test.values, \n", " labels_test.values, \n", " n_iter=3)\n", "\n", "feature_importances = np.mean(score_decreases, axis=0)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "colab": {}, "colab_type": "code", "id": "jy0NpozvQcVm" }, "outputs": [], "source": [ "feature_importances = pd.DataFrame({'importance': feature_importances}, \n", " index=encoded_features.columns)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 285 }, "colab_type": "code", "executionInfo": { "elapsed": 87652, "status": "ok", "timestamp": 1585423158406, "user": { "displayName": "Dan Bochman", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgPUrJxBYu84aVhf5cZhNNVWktaCVjhcTtd8VI3Tw=s64", "userId": "03714613443605781637" }, "user_tz": -180 }, "id": "eA-tGBJIjQvl", "outputId": "ec712b0a-ea46-4fa9-d05c-96ef189ec53a" }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x17c37996a58>" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "feature_importances.sort_values(by='importance').plot.barh()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Too much cluttering on the feature names (y-axis) but we get a general idea on overall feature importance trend, and even observe a peculiar behaviour of **negative importance features!** <br>\n", "We will plot the top 10 best/worst to get a better impression on the features" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 283 }, "colab_type": "code", "executionInfo": { "elapsed": 87623, "status": "ok", "timestamp": 1585423158407, "user": { "displayName": "Dan Bochman", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgPUrJxBYu84aVhf5cZhNNVWktaCVjhcTtd8VI3Tw=s64", "userId": "03714613443605781637" }, "user_tz": -180 }, "id": "VwDSZTViUTfM", "outputId": "26c0db03-19d2-4f36-c383-5dc7f372e995" }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x17c37806748>" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the top 10 most important features\n", "feature_importances.sort_values(by='importance')[-10:].plot.barh()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Please note that this feature importance is only for 'Amplitude', we don't know the direction (positive / negative) impact each feature has on the prediction." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 283 }, "colab_type": "code", "executionInfo": { "elapsed": 87581, "status": "ok", "timestamp": 1585423158407, "user": { "displayName": "Dan Bochman", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgPUrJxBYu84aVhf5cZhNNVWktaCVjhcTtd8VI3Tw=s64", "userId": "03714613443605781637" }, "user_tz": -180 }, "id": "toXO8yXKkYT3", "outputId": "ac475ed9-9f86-4677-e80a-a3c27e2f9203" }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x17c37b88c18>" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the top 10 least important features\n", "feature_importances.sort_values(by='importance')[:10].plot.barh()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This weird phenomenon where you're better off without some of the features is actually quite common when you're performing one-hot-encoding on categorical features. <br>\n", "In a way, every one-hot-encoding operation always makes 1 redundant feature, because all the information needed is in n-1 encoded features from n categories (i.e 0 for n-1 categories means 1 for the nth category). Keeping these redundant features allows for more degrees of freedom for your model to overfit on your data and not generalize well on the test set (on which this permutance computation is checked on). " ] }, { "cell_type": "markdown", "metadata": { "colab": {}, "colab_type": "code", "id": "ByCTW26BklO4" }, "source": [ "# Explaining Keras image classifier predictions with Grad-CAM\n", "From [Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization](https://arxiv.org/abs/1610.02391): <br>\n", "\" We propose a technique for producing \"visual explanations\" for decisions from a large class of CNN-based models, making them more transparent. Our approach - Gradient-weighted Class Activation Mapping (Grad-CAM), uses the gradients of any target concept, flowing into the final convolutional layer to produce a coarse localization map highlighting important regions in the image for predicting the concept. \"\n" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "from keras.applications.mobilenet_v2 import MobileNetV2, preprocess_input, decode_predictions\n", "from keras.preprocessing.image import load_img, img_to_array" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# we'll inspect an already trained model on ImageNet\n", "model = MobileNetV2(include_top=True, weights='imagenet', classes=1000)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=450x278 at 0x17C3E187278>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from PIL import Image\n", "\n", "image = 'woof_meow.jpg'\n", "im = Image.open(image)\n", "display(im)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "# prepare image as input to MobileNet model\n", "dims = model.input_shape[1:3] # (height, width)\n", "im = load_img(image, target_size=dims)\n", "doc = img_to_array(im)\n", "doc = np.expand_dims(doc, axis=0)\n", "doc = preprocess_input(doc)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[[('n02108089', 'boxer', 0.3668898),\n", " ('n02129165', 'lion', 0.12986171),\n", " ('n02108422', 'bull_mastiff', 0.11059377),\n", " ('n02093256', 'Staffordshire_bullterrier', 0.07208044),\n", " ('n02112137', 'chow', 0.022743672)]]" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# predict classes for image\n", "predictions = model.predict(doc)\n", "\n", "# check the top 5 indices\n", "decode_predictions(predictions)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=224x224 at 0x17C45772828>" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# let'e further examine with ELI5 why the model chose 'boxer' as its top prediction\n", "eli5.show_prediction(model, doc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the model is indeed focused on the Boxer's head for its top 5 predictions! Also very specific area in terms of activation map. <br>\n", "<br>\n", "But what about the cat? Since there's a cat in the image as well, and model was trained to classify cat, there should be some activations for this class. <br>\n", "We can explore the gradient flow for other targets as well to see their activations:" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=224x224 at 0x17C45D2D710>" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cat_idx = 282 # ImageNet index for 'cat'\n", "eli5.show_prediction(model, doc, targets=[cat_idx]) # pass the class id" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the cat portion of the image did trigger activations for the cat class, however, its just that the classes for dog types were getting stronger signals which pushed the classification towards 'Boxer' in the end." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Looking at features from different layers\n", "Already demonstrated in [Visualizing and Understanding Convolutional Networks](https://arxiv.org/abs/1311.2901), we know that the first convolutional layers tend to learn relativly simple features, whereas the deeper layers tend to learn more complex and specific features for each class. <br>\n", "We can visualize the activation map for different depths of the network to get a better sense of what were the activations in each layer with ELI5:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "block_2_expand\n" ] }, { "data": { "image/png": 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\n", 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aA865fcffbrd2Y+WEGMeRGKVB29OnlBIoRQXWbWXbQot2dxg3tQ2vlPxba4OxfXHWHa3skbyf2L1/BwVnDc46YkhsW+R4PLaCWno4Hcm11uxpUWz1T84SoXJM0vcMYUfZetTvC7GfxK97Wr0/55z0nuZ52Q+eHu16D20YxpZhVGJMGG3IKRNDYp0XSpJI2Tex1nrvKfVnJqdt2Osq6WutGCsne3/Pqt33Cu2a1BctBeccwzjuWVD/Y4xuIJjeN4pWSggcr8oGrTXWDDvK/BrlrbVS2v3qLY5eXsgmvbewXmcK/b71A6DWKuWHc+19ZUrJ+89rLW2y17V238wgNX3OZX8+MaZXG8XvEff1uuqpcs8Yvvnmm71HmUtu933cQZceEfvrWyt9zxAk6utaClrJL7y+XARQ0KadMnKh02FkGEcqlcM04ayj13vO+b1X0m/e8XjkfD43tG3DWllgt9vK4XBoC89jrCXnyDiMeDdQsvSJxmlEGysbLFfODw+czme5yTkzTUdSzizrilaWmhVxyxjtMcZzuy3tcEgcpgOlVsZpYhoHcmPCdKi7p7o9FXyd6kot5UltYTrn9yjagaserV4vsN6v7H3RWssO5y/LlRDW/dQE8H5gHCeM1pxPZ66XGzmWhgAPxLRxOE6tlWDIuRJCRmvH9Sp9xx4hYoh4Y7HatPLAsqyLLFikeX84yrNJMVLbAbbGDeMt2yYtFqnxAkrbnf2xho0QAst8RwGfnp5QWrVDUbII7wesdZICD57T6bi/V2MM2xb2a5Z+cycU5D3V3LaNwfm9Xu4N9uePn79AE0vJLPO8I6U530kJSlW0hmEcG/GioI0ibispR1KM5IbUyoEk6XlPw/uzjDF+cQ39kFrXda/lSym8vFzYto3T6dSALteidtmzrpwr1+vMMBx4fDyjQWOsxfpBol5KKGsIQUKo0ZqcMikmyafzazjZEuM9NL+Gx/vC7r0erTVv3rwhxih5fkuPqJByZg2bABfOcZgO5JhQVlC0dd1IKWOto1a43eZ2cim0cVQMw3BAG884nnBOomPOmWUWihYobvMsqWwIqD3qOXpvsm/CfuKllAjrijV2R/yM6b2qSMiJmFNLJRXOmf1hgCZEOTElDW7N7NbsFxLBwrpuDH7AGlno/ZTdtkhIgXW7tfpTo1BQ+wle99Rcinndog3kWtHGMEwTt3kGhL0UttTqd0dFNTZTplaFNZZti9iWxnvvWNqzrQpi2xj9mY7DtNfwzrkvWEJyUKi9vaSqpOA5l3vTvvJFdMg57SBYT3WXeWawkpXlnBnaAei9J4bM5XKRKNJSyx6NQ8k788QqA1WoYnmLe59ba40yoHS7n68Q/x3ZbJG0g0DSLvF8+vRpz3aOx+MdT2hr/TVSL+SEtWV1ptHfLH6SNFSXKDWLURptLcuyotF7KJ2mSZrIuUqnT2uU1qQYeTg/0Bhc+6IS9HBEYUgtNYwxEnNiOh72umtdWzQ0AonXohmGkZShZqljjHb7Agsh4pynVim85cSsbTFqcg/zWr5eiqTUKWfWbcNog2vReRhGjtPEOHiUkYL+dWrRN1HOWSKezq2or3hj5b2lgtMGY+6Mh1rvaVNH9Mye0kkK2hfwfJtbq2PZ61RrDaAYvEDyNWe88xyPJ0EsG2iklW7lgIBK0guUUhoUukW/ZRawar4tlJzRRhNTJuUsh1QuhBgw1lJzwaCJW9wb6D2N15odSR7HEWMNqWSo+g56HY97FmCtZRgcpdTWJ2xNc9PbWB3EGfZUUzau3e+b946YAymnvY7tz0bKmdgyijtbqgNd3rkv+pu9JIm1kkvF+YHBDXtKWrIQGXqbbRgGbrfbTobw3u8Hw+VywXtPCGEvQfozf11L9vfyus8YQuB2vQnYFaIwkiY3oqsmRmne3gm9ssnWLWIAYzUhyO7WyqC05vPnF7wd0RjCumFf9XFSyMRQcNZzvd1Q1pJVRhkthak2crKoSsqRcZxwgwVlwQq9TaGhKkIKoBQxySmzrlsjWiumccAYKK0+E3pYwFipbY02bMuMNgqj4fL8Ga3BOofWUGNAqQI1SwSKiW1ZmUZPzRGnLbYxI0qt5HYSFgU5BjRqPwSk36Sx7dROcSOFVXptra6oVVFy3VsXx9Z+CCGQooApwplMVKUIIbPMgeu8YoynKtM+L9lDr/s680hrRcyJmCPzdcZo1zZToiJAhdSXDmUM4zDgnUVpTU4BSt1rSqwlhIiiCpCg7b12rJWYEyFltBW8YOe65ohWVRhFOe99MxAgrebSNpMihE3S/lxIYcN7i3cGheAK4+SxWtLbmKVHGTZJheW9KdbbzOQtk7PoWkg5UnRFFenjSa/W4YeRUhUpVxKKIjdOxAeNNLGlwKfnz8KmMo5hPDD4qT0jIXpbbRi8HL4xbtSaeTgd97UwNnHD8XgmRjkcU5L37K2Tls71Ii0co42E+VpJOXM8ndg2Ya8cpgMFBSUDAoSUDKpWXANkQog7JBxSJKSNNWxoAyFshLiCKmigxoxGTshlWwV9tMKKjyn3YNrAlYI2li0ErHEY4yTCtJNUW4tCo3qPzThJc4rwJCVVAz+MODew3G7EbWuvISyIXtt0sKKTaXtqpLTiME1Yoyhtk23rjDGOcRilfWIk1ehMnA5Q7WRbrYUzGaOoS5BeWe9FgTBxBKYXniRKIr63BqMNIcrmFD6moMC9pbO29EbegwALe7R2HuvsfoobrTHacjieuN5u1KJaNPSM3jXmUZaf9Y6UJRJpbXCjHB4SgSZyKUzTHTGNrXfX66TjdNgjnIBaofUADdYYRFlw5wH3P/ferzyXziN+zfLJpXA6nfa+aY+Gr8GeHVDLhVJoDBbp060xtOjIHUTLRXrdjUp5OBxI7VBZlqW972FPQ7U2O+ezZwa9MzA2Kt/z8/N+KAnnWA6Sl5cXpmmSA3PVhVVlqkWK8HXlMI1Y46WPESIFTUwFa4yclkWYLtY5ruFGMpEP10/40ZFLJMaZebvgBxgmy9l7bIj4qlpRfYAK4TrjjaVEyZ9KiRwPI6kEUhFGiXOeCsSUWdYNbS3jdOTpzVuuV6lvnJOUzTsr19vQ0XVd0Uo1CUyhILVY3AKlLZjeczsepa/jvWecPNu6AgUz+B1ZG4ZxB5qsFgZFzaohaJFxOnBsVDqt70z/znW1rS4uDel03vH580fhFeZALqkx+aV3lWvFOkctlWnqxGeFd15aJChSLhwOR7oypfdCnfPkAg8Pj7xcbsQk9Z4wPloboylWXjNDpqmpS1pbQlgoArb1em1HEasgx5fLlevLSysXKoM/cLutpNiAp3VmHKamDhCQLSVBxI1xeytC6ztdEaRtta53wAeE6A/w+fPnHV+Q9E54tyFs3G7XHdFXWuRltWbGQbIeUwtOCfq7XmdqlFr6MB44+BGlFd988w0prJS8gUrUmllXIYs/Xz7zcrngvNlJ6aKQiMS4NaKHgDAPDw+8efMGa/VOJHh6euJwEFmVLkVTC8SQWOYN4yxrjBQlm2I0ltM4UtcN2xrmGEUsEQycphGvPcfxSEkVpz1WOUZrUYAdLKEW1pgYxgO3dePldqMajZ1GSoF1y2jjSRVuW9PFGamHjPVsIVOVwg8TFVkcMWRQinULTbEh31tybdxU+f4QAylX4XYW4aumlFFUltuVcRhb839GqUZBW9ed/5nixrzcGQ6Pj487rO2sbamnxRjH8XjYJSh90WhtqUjtUXLdM4mcEi/Pz1DzXitppViXtfU/PdM4SbqvNFuQ35miIMW9ZSP0LYl4IIoWMGxblB1SK4fDgRA2rHUM3ot2kA6WjZRcyEUJcpzLnkq/bht0Ol16RciPMRBWqc/ev/9KgJJhIqSEMprD6bi3kJZ5w2iJHNqavbkv5HRNfQVy9BZNf/3OC+0RLoSwf71T1axxbNv6iuDRkdAmAigFaw3OaKzRGC0Kk3E6ClkeAfdijJCFqZ1jQlMYvMF7i9aVdb2JcMD2NodE7nXddoJF14B2JFTYO5F5nlFKvQJpNPrgBiZtOLmBo9WMKGxMDFVxso5H53kaRh7HkXKbMSWgkpzSWoOtlVEb3p6OmFwxW+IA2JiIlxesEpAFralK4GrV+l/VaNAOZQ1bTljnyakQYgJlUdoKSTplpsNRbq6SjSmnt2NbRYSJEvBBKUlv5nkhBkFtez8NpfAt4mltuN1u/z8p4/80pQnxzmYAsG6gM/b7phTScNf8rTvSKdC/pNM5ZXKKgG4NWyETmKaOsMbuRAjVaomcCodpktQ/ZrQyew9ynmdqucP6zo2Y9r6kLpQFaK1rmsLOBiqEcNeydRJ5KaLa6PSx3Gq0/kfI1H3DI3rIV8Ry592uEe1Edykn5HqlKQ5aK7Z1xjm1y4PkveZ9473WVwJ7GtcBFTk47ooKa0wTB7Ozhzpoo5RqaXjC+2EHagAG55nGcUdoAVLr+w7eUslY55imQ6NLQs6F4/HUZGJCau89yZ5K39HPhdvttnOc+2HR15lzDnvUlRwLj4eRwWjG0bPcNt4/PHE+nzmNwuP7O28f+fTyQrWaeZl5MzrO1nOkMjnHWqDmgj9M6KNn22a2kCEGnDUoI9quGgX6FXSosqYVO3g+Xxee/EQ1BmMLFcGISw1NnyeiyW2LLGumYqmqUKoipsLgNClKm2Bp0Ls82IoxQicbhpGaIiWJwn0aJ8IW8d61ui/tqK5WnU0SMC0aaC0EcVk0pbHiJQp2UndKqamjhd3SU0ilNSUJQRklxOBSJVVUqlKSLMKOctZSyUUeOBWUNpSSyBVsLbL5nAFVGylAAdIaKiUwDBaq9ORyXjkexrZpExqN08Jvnedb4zJqUqooZbDekGJAKcPpdML5gWV+QVN3UrUxIo2SFs69UQ8wTQd5Dtu6A0xPj28JIWG9gHmHw52KWBoLS1pH4L2j1rWh0wnvZHMuy8LD6UzY0VmNqpUIDAggtS4b0+GA8a0llHITBATm27Uxk4RVJJKtcieieEMqYIximPyO1kv7SQ620+nE8/Mzzg4odRUgcbiTI3r7ylrHNOmdNjkMQgn8+PEj0zQxTULZs3/0418hhoAxCmtgmRemH75lavA3BnLS3J6vnJ+E3e/9O/79X/8lYsz4p4nT8ZGX6420rJBis0tQjNMj2T3wE5X4xecbMSz80uHI4XDkcnlGj5a1BIw7UE9HQdyUQmHIErCw1rFuAudvIaO0JcTY0gCHrQIj55qIWUjQwzgyN5JsyZFaYJwkV1dVMU0iiu3E8m0LTbrUo4Y0/IfBt1SpEtK9F9RrrOvlwvH8Bu8dn58Tl8sF5xwfP33i4XTAOcv1tu4Lracd1jhizqQQW3ZgiGEjJakLvRuFfxsDxVucMxhdURhKSqxZ+qKlCtVpGDy324w2jZ7WUmMhGL+QMxyPpyYjUxy8o1DYlg1IjTsqrP1tCwze7eJlgGVdsM5yGLxQ7UohpMTT05PQqVB8/PAB711rWN+kPWA8UeV7H0wXiBatRbj7eH7kcBz4+PEjzpsWQTemScoCoyzzfOPx4c3eq+0bOoaIcYraQL11Eb7xdLhft3eOnERiZozBOiv3tOi9PycHVKLmhPeWEBTrNjNfb7x/95VwbRNS8iCHxzBMfPPNdzivoOpdDtcJAp3gfrtdSClwOJx4//493333HTnn3XHgu2+/wXprKVmkHNYqSop4BYaI0YklbBzHgfHtmcv1mYNTjJMlLhvH08TDu0dUtUzuxGzh0zefePf+PV5FjNUYC+MPvs/7x5lPt40aMiWu/PLTI/rgWCssGL776++oxuOGoZ3EReoUpbFu4Ld+/GN+9jc/49tf/AI/jNxuVxQIdI+iFLjdFk6HQwvvntvtyjS6li5W1i0yWOGiOmvwzhOSEMutseQSsdYxupFaU+s9CrDT04hro9gJh1TtqaT0+KQ5PXiPHzzLnJsI1xHjIhsvbmRiI/1Oe7pYqihDtNJChG//vy5CiEAbqJ3bajBWUrmCIH4CfVdiys1tQO9Uq5QKOUMV7kJTblasVYTIHoHu5Gl1R4KVwmBAS8r/fLnx8HBGa83z8zPTdGigh93T4ZjS3jBXioaoBlRRwvgxim1bdsqdtZbUqFk9jRT5m0PpuqONPcpYa3l5eeFgBkHCVXNzaPd+XjaMvtPOJNUWO4rYaskQI8M0gap7Iz+EyLaJE8Q4Djtodjged4S7W2IIeKcYvFAXbzc5AA6HaadHdlbMtkkJc3zVK+2pql2LpdqJ4XRkWZ7ZSmYwhUjC+MpxOrDOK+/fvEW7ysvzC8PB40ZL1QWVA4fTRC6WElcezweOk8XZE7nCaC1n63h6PPKTn/+Cl+dAJTM5mLylOMesHH/jPoHzbLmAqlhvKVXzeDzy4x//mK+//j6Pj0/853/zC1IKlErjcAoLxA8jKYa9SSqR7oCi4J2BKimqd51QXkTH2DaA8440b8LUGWzri94ZPsaanQva7p5sLmdZt62lkmpfQOuWGMcD69qEr9rt6KbCoFCMzpFb2ppTBdJel1ljWoSTk7/kitEKY4W1QgkYbYlh43iYALmOkov04Lwml7ozl0pJKFWlVdHS85qlVbFuG9MopAR5D6Lc3ml6r5TuQtuSFsq6bKQodVtrlJJLwGhF2CJblfpN1UqtEkEEoLKNrZQJoewZgnVO+oTtkCkp7oBXr+lSEfrbOAwYOgFCAJ3O6TVGQavpci4YqxhGkR8JP9fsIE0/ZNQrzyFh8IgJVs0C6KRSiVFApg4gDQ3AE+TWNgGAaDhDCCIdiwJSdSria4J5jAk9PH7N2x/+KmU48fS9X8KNJ7aYMShqjIRlZbSO548fKCmS4oYxFX/w+MGwbiKynbwTfxKryDE2HdqJFG68fZgwNfDV05FxUJyPnkEXHg8DKswMyvDjv/ebgkqNAw8PJw7HI8M48k/+yR/yS7/8d3h684Yf/fi3+O3f+V3evntPV2I3XBGqNMK1duR2s0Cg9E5U7iwaKcYFsBBqGaiqBeCpkNtpJ7KqtsCyNOGHw4RqBF/nxlYbChy9I4bbRtwCIfQN1S0n5MAAacabRq0Tewxp7QiB1zP4UTZaY0znlIgh7ahoapEupUJMZW+9OCceP7W1inLK7fWFHRRi3D2AZINV+d6GxA7DuG88SffuAJSYOdk9GimluF6vXyyqYRgbQyTTycfyubGBPXeBa783/Xd22lePDn3z9ZbRayL/8XRqvc+7mPy10Hc3d2qEjM7dzVmYQJ2V9FovKEDJsG9CYTKZnbfbAbvX6KzoX2e6PYXUfLFF1G0vq/r1zPPMuq57r9L+gz/9X3O5XHj75onP3/4tw+n7fPzpn0NaiGnk4c0Rrx3Pnz+wzi989eYNKmVCXnn71XtU1Xg7kckcDiO6HLHWEYukVeNpBAfaJJyt/NJXb9mWwHQ+sWyBH/zgB3wOluPD1/z4H/4TQqpoLzVgKnA8HGWz5YLWjj/+kz+llML/+G//e/4v//pf8+njR6C0YjlxMzPbsnE6nvj4+ZltKXRd3vF4kBQpZ968eeLl+TM0d69aCmCxGlIOdypTA1C6auLtmzc76PDu3TvWNexFfD/hBj9xPD5w+fxCLqn1JkU3WFKl6opu9LpSoCRxU6OCs05EvMbgpwGCbOjD8djYSRthi5wOR2KKKF25vLxgjG81oEQ4aRuollKJju3jx48MznM8HlDAp0/fNeROosEWukVD2ele1+uFN+++FsuMxg2utRK2law0h/OJmoWplEvkBz/8Ff7iz3/C6HzT+gUqiRhWDqNnGkZiylhjeHl54d37J2KUBZlLN2pKO7cybIFLqjy9fSM92mHclTY1R6DsRIPr7doI6IIWX+ZVjKZqbWCbpxKkzeUG1iWwrRFnh/Y5z8v1xsPxkfk2g6ntIKKl2IphcDj3xDzf9o0pyLv5Iu0Uel3E+6HpLEXWt20bb968IeeKVaD94PjhL/8Sl3Xl/Q//Dr/649/h7a/+Pa52op7foIcJvGc4HDk9PJKy+KcYpclbwDtDqYnhIMVsWKXgPp0PFKVIVfP5MjMcHjA4LJ51SxRjOX31nuu2cv7qPYenN2SlwTmG4YAfJ3Fny9IDRBkxIKgFZTS/+aMf8wf/+B9zPj+QyVg/YJyTJreCZQsYY8XfNGcKkEpBW4u2ntsSUMaB1hRAGUOuBe0sxg2gNUo7tDUY65gOB1IpLGGjVOmixZxJzcyp8y9rhZikfrTe7cJaibjC95z8AKpIsz3nxmNtpGptW3qk2dbYMinx3qQqlDLNMqEQQ26cygmUJucqChalpJXTFnPOkXVZSTGRY6PnbRvH42mH+gFMAzS01nua2ntW0kTWjJNIprryIsZwTyGtbaip1IydwC7SNbsT060xvDqzWr2nd05tP8iWZWl19l3iJeqauzWlc75RJmeJ3ra7+OU9khcFGSGSKKUIu9mW2XueoNHKotT9/o/jyDCNGNPojcaQUmBbV05HUfVM07GlmvFO0mj3sH/0HmavASX9jFIujMcDuRYeHt+ixwF/PvO9X/33+K1//Id8/at/F3N+gzk9MT6+4/M8M52ODJMsxjVmvBPPxi7ZMU42a6gGP52xxxO4EczI8fGJ6XTGjgfceEK5iYf338MezijnsH7idHog5opqciRtrBjopNQ4oXrXEP7O7/wu//Sf/jPh7WmDdcLe0cY2Jbrc5PP5ofXpSgMn4HJ5ZgtBIqsxpCbYzDWRcgIl7JCcpYmeSqTUwnILTaaluN5uxBBBS49HK6E+ddWCcFMbcTpXVAVVBTCyWtJLhdR0MUS88025wV7z7IuysmvorJV7oHRtbJW7bYZzBop4uxqtWr1DKxU0uadcLaXsXGHRqIW7GVLYmvWiwjZ4vavTe8qoNU2pkvY6rW+oeZ5JWVwKRLiamhBV0OSCqCZi96BJvWVkdiLDDgI18AX4gr3UX2s63NN/qbfEqaFLm0SFYmTjZTkUxmFgSxGM3nt0y7KhWyo8Haa9P9w/xlGiujg22H0j9T7g6z5yt3bswI1tlhV3UybP4eGM1sbivGMcxU5hGAce3r/HHR/wb7/i9L1fZnr/Q85f/YCYFSEWjudHTg9PKD1wuV4ZjIYQmYYJrEMfTgRzQB3fcHj7A/zpLaFa6nDGPTzh37zDTGeU86zakY3DDKO0PIo4rKEqmUqphVyykJORekka7xptHL/267/OP/vn/4JxOgCG2BrexiisU2gl+rBp9OQcCXFjC5soAKgYp9m2FeMMbnAY56hKTulhcBIdvWddQms4D1AFrfRuIsWArsIako1pcW4kN1ZKV+ajKpUq4ldlqGhCKChothMim4lxgwqDH1ClWWAUaco7Y5sZlhXxpzbEkMhZCMBCv6rEtGI0d9JzFYMgpSWCbvHeZJdFXilZaICCUG4UwA+20epk8YeWYnUGTpcnlVKw3lOyUMR6NNiWFUW5e/lkcIPUnaZtegGIxOhKGWmfbEGMn60xhE1StxQ3tKpcri/My41SM8parvNMaa2rbdsw1rFtkZxFNXEYJ5wxHFpLSRstbCZzF0NXXeUA1mC1QqkKFEJYCetCreLaXQpYK6n+5+fLfnCVUvj+D3+wO2mXUjifz6QYKc0eI+cs3qZN/TJNwuqyWimUNg0ul4L1eHpgOhxZ5hlvKzUX4vUzf/d3/4CPf/MX6OmRaZg4Pr7h+W//Cnd+R1hntrTiDm/Rx684v3vPMBxZ1ytv3jk+f3qmAMYP/PD99yixcFkX3DBS/YD24i1D1WinSaVgnCEnwc5rBU1uJGtNrVrczqzhN3/0I370o9/k+fkj/6f/w/+RZbmRckRnhdOKz58+8fB4bsY5UZrjtQiaWhRD06Et25XBCTMn5oIqCu2cEHSHAe08bpzYYkJredDOe7QeqFUABoXFGS1Czwx+8iyI9IhaefP0RtDQJIoMhaj1lVJsITTIu1mde0/OSGRwmpQrFbE8OBxGnj+/CFk7BELjgd5uM4dpYttWct5wbmy2CTPOT9SSWJdZWC8YqhJ/m23bQAnDZesK8lIhC9jgvINXvjVwp3mB+I0exnE3sPV+wFvD5XIR0KLc7f4GJ5zhUhI5iBZPqUptbtNdN5mtQxuL0qIJjaHVca1mL6Xw/v07udYuGl4WWfg+CWc5FVIWLuvD+cTnz59bfVxxxjI66UsqMkZDTpGSIy+XZx7fPHC2Z7y/m/Ou68rpdOJ6vSJuA1eMkSh/PB759OEjb968YRgGlvlCCJHpIFH78fER7wem6cDl8szLywWttGono/xtrRKEXSv84HHDyDiMuPHI6ek93//V36COJ9798FeodsAcn8jKEZShmgP2eOZwemI4PpK1xYwHlDtghhNuODJMZ0JSmPGI8Qdy8/MwxlGVIiOGqd1LslTuf9cqdWARYnWp0idUjTz89u07/uiP/oiSxC8ypEguFeN9I2I7tDFUkNO2HT65KlIR9k0qlVgU2hmUdVjvCbmQ22s9vHkPSsS2EpG7tYGoL6y1Qntr6KVYGQmzZfADsak7REArnMqSRSRru11Eq/mE+mVa/07qutJqzlKq3JOGCjor6Y59nboqyV27y5j4ozQrCG2BQmz2FXItZedZdoXIuq136tSr+qZvwF77dZ7mXaRrvtD3dfu/bvkBzTT4cPzi+1zT8nnvRY/YyNa6tRk6StrNlLr9RnnlReOcwzbyeI/Q4iWjcdY1wK153OSAUXdDsN5OOhwOmMZZ3Zr8qafanQC+t0saUt5TZuHeCkWyC3a7cLlnA48PDyTJFMSTUpu7k2+XjFjv0MaBH3HTicPTe85vv091I5etoIcTdjpT/MT49BXD41uOT19T/UiuliUWtD1SzYA9HNHHM89bxB+O3GIB47FuompLVYpSxek510LVhZgTuSYqhaIkKsimE0WBopsEi2xHacNv/L3f5Ee/9VukVBiHAy+Xm8y0aJQxbSwoQ0yFqjQZ2dixVKwfiN0jCsMcImjLFiKxQNGWAmgr4Ix1XpTlFbaYUNimYQSaVd9e8zQ6Wc6VEMXgt6RCV3+XglDvstS3vR9Xq97V+87YJuWxzbIi0X1hwrYKyKBBKfHBUQjtqmRhjqSwAmJFYW2XUEWpFbVYvpdS2Jozt3fdLWAQKVPbiLziaxqjdg8fpXSzAhH0L5fS7C37+wFnpF0lm2fFWnESqAgRXpUMVRwYSs4o1ZUyXdwsm6xH/NzI40PjWfZgAojLuuuHboWc8do0EKigW5pOq5eNghRWVMk4rahZ9Iq9fdHJGLfbsqeV3dm8Owd2c6udC5slvU4ps20B7w3QWkOqorXtxjUKbVo01ArnPd7KYjXGod2AcgNRO87vv4c7PXB6+46Hr7/PeH6DPzyihiPHp3eY4YjxE9P5iWIMWVu0P4IZwAy4wwN2PKCHETsJ/zM0PWBtbyyXXv/JppNNIf+V2gKMEjCkIDm8nMKGP/6TP8Ya1xqmEh1Vm1WwxSith1rZgrxOzIVUFMY7UoGqJfppZwm5kGpFO4t1jpAKBUVMEFKRDZjbCWx0Q9qMiHKrIsUs6ReKbRVkVprluoEakyCnMRI20Qt2jqXZXc5KY8MIa6X7shpjm/wo4wdPThHf7OslygmIIjdPwIdaWr3agBbqvefmnNvVIncydSOct1O8e5wYY9GGV41y8fm5Gx6pPWr1CNmjTt/IwzDui7o0MCw0G0ehBppmxCX90xhT45katnUlps5AkpJWay3+pLWJQdt7VQhCHGMiNpeDlCPLurVvk9fwzXG9Azodve69xdc2E8Mw3McjKLUP6rkjtAKkXa83unViKUWYTSnzzTffSPagtWomNvLR+e+1ZrGYL1J3+GliPAwcnh4JYUNbQ62G01dHcjNQtWmjVs1xnJpXiofSi1/QpTIqTwLUcIAY5d9WU5W0A6pQ/Mkxts0mm0zeaLvT7XJLrVij6JYOct0wHo78+3/4h/yrf/WvOJ5klBlF8Sf/9E/44Q9/wH/5//iv+MU33xKeP1KpKGPwXnG5zWhrcIOlarnJzmoKCmUcKSuu14XhtHA8HTDKY/1IRWG0Z1sC75/eMV9XcozcrjPDODCNB2m9ZPHHHMaJdRF7/k8fP+3M+hAC27rtqobr5co0Hpv9oaSn3lnSlgDNYTwwr7OUCM7zcnlmnhe8d1gtbgK9VipFNpB3lq2Iti03H0sQiU73iTkeD4IIatuinESYfuJL7SNmUOsWGAaHqrCsN5wXMIRaeTyf9ua0Vp7z+UQpmdP51AgHBoPm5XpjGAesUsyN0lW3DVThMB0I2yZaTBAKoR+opRBT4Hw6ikavzQG5M1SgFE1qqHKOgZeasMYyOcdRTdyWFe8fd7VKqpVhOrZ+3oqtSL+w2Wkqpfa5Heu64prKAsrOkOr+ODkFyJrT8Siu723Cl9ZCXli3GdU8bOhWBn2RC0PEtZNc4Z3GGDnFtbEM44TCor2geUoZlPUo47B+ZIsZpZ1MDNKGgiFm0NajjCVWqcFKlcWdS22thdLqPYnCufUAcy37phPkpbY6VTaspF0aEFNcrTW///v/iMPxQEyZt+/e83v/6Pf5h7//+/zSL/8K//I//k/4X/2Lf47ShmVbiTmRckFZ3Wq+zBoDVWuU9RRlwTqSVlSlCY1hn0viNl/RyooWsQlSa5F0w9mBnBTWSDTs9WBcNySgiZGSNmY/aLpifms+KGsILStI4tMp71JaG0gNUqlsIeD9wODHZh4sw1xKQxOF0C1UttQ2SF9UPSUyzfqhVmmA9wEvxkhqCTThr7B8fGt9DMOA0r3W9HuzeVkWbGMT2QZ2VNJO5aJI5nI8HVH1bsKbkriui/2haQNVhJN5vVwpjdQqthFmp6/1D0nrI3YcqFqka6Vxd1PJYDQhJ5QxbDFQEbDtdruxhUTKlel4ZhimfdMty4LWejeNTknsM7vPTRfb9ilJp9OJcRp3h4Buad/7xaVU3rx5i90drJDTUvUIg/Ss1C7PUaClQSkf4jFSUKClwE3ZUGg3oKFSsY3LUlrEs7mK/UJqDfOiFGjINe/p5OsbVlrqUoHc4OvGZpS/9X6xckD0eQTe8h/9y3/J88eP/Nqv/RqqFezSdhn5O7/6q/xv/nf/W/7P/9l/xrKtFKVJBbGBqIpSE1tM4h1jHbGIj0jVhmESjqc2A9aPzNvWXtuybDJgsvcqa2NhaCV8QoUMEc0xUWkaspYGilu0UNu00dCoaZLeaEnAW2q0RVG4ey9gTk+BO/qzN8eNotDZPjDfZmEFneuu9ogpQ04YJ60ZpTUlJ+Zt46vX80BeASidevfw8LCTp6VfJgT223xr/dXcUmkx9OotDCG6i3O50QZtHUsI+/QlSVcNOSfGccA5zxJnmfXYrOlTTkyTOBbcdYL3NLhfa3eLk3RU7QRurbTMxOwOAe1Ae91Iv1wuuylUt/Dv/TwoX/QnvfcyxcpaYsy7Y3anyPVMLcbA48MDL5cLukc/a42oF4xqDVyx2pPNVdopec+BjTVohJBc0K3W8pSqQWnhVzahY2o1XW01Xa6VXBEARNAJuuV9bfVeo3dSW1RD0ZqkwoOujcXeG8k0FBelMEpBKfzar/wKv/Xbfx/nnfTavLikpRzJRfGDX/pl/sM//VNyrdIHHD1VabYcyUqBs4QiqYk2joJijYmQE7XZ3WsrDB0lqQO3642QpWlvrCG06CobAqyVxeS9IH/W+b1fKOPguueobotKFA1Kl9afkjgp5GwhmJcKykitN46iEMgpt40oQETJ0tsMUUTA2xZIMWGUwhmZVSgTZtMuq8lZFpGk9oolhL3xLhtEySgzN+zoXkdgQwi7hGscB0IUzvC9sS0p2zjKFCyllBgWhbuVf+dnigdNbjzhB0Ejs9R8HdXshIdx8I07W1DIYY+R0WP7NC7JM8i1MG9B+pAFjBa0PFd4ud1YluULB3XvPYeD2Gk4p9u8EUHwQca89cMoBLFU0ca0mZa5pe6LgFVu7OipPPRa5WRSjTSstaBvVrsW+Qq1Nlt6uf2yoLQw+2MSL0ylddtkiZQjFU0pMmMwdTRQ9ZO0s8xDQz/TDrTkXEQ3iQAckmqqewmoVPtbkDitKm1aHjWnnfp1PBw5PZx5eHoU6wpomzCTa+Xv/sZv8L//T/9TpsMZlJWZchj8cJBDokhrZAkbuSjG4xHjHLlmMolCYVkXUpVa8rrepPFupKVhrKMamcqjjMZ6K62Ijs5VofaVKhKZcZx23Zuk02JhL4u2EZk7Gkk3ligtSt6VHoCMWyuRbmBrvef73/sB3/ve95rEqinNyfvglpwSvp3mPZWSUQGZ2ORZHaTJORO2DevuZOOXl5e9wd2ZIOJCrncGSN98uTY6XsrcmurdOrszXdzer02NaSXXFdaIs5bz6czlcmWel50ts67it7qFQNoCThtUqQzWYbUjh0RcAwrVopboLbVBvG+aZ5DT8vqHw4E3bx55eDgBIjsSOpwgxM/Pz+11ZZJWJ6X39tAwNglaLizLyrYlhkGAJGuctCGsMQhtq/cApQ/Y086e2qkWfnqUUkr6db1RLgu77GoE+bfM1xNZzD0C1gp9FkPpiVPrUclF0Kbt0KBl+Satvuxb9l4X9L5UkahU8k6SdlY4otroHcoutVIKLKsQnf+D//CPJBIrpG+oNMo48ZKsECuYcWBZN9l8Rfinawwoq1HGSJQ2pvFLJZVTRqM7yNSQTYxp7YnmRdnei7GGcbpb+EkKltEKOeW1ljkYzjJObcJvaxUYJc/IaPn67kStNVYLVU0h9ZzRWgjZWp5bTqURBe49sx6FOuULEKCk/f80Hb6A57slQ/dpkShZ2baVZZkxRjdIv+xMmT1FLHmXEnUrQxmOs2C02ZFO8dF5oeTCtkqPsPu5doQyRmmrTM2z83V/UtDKZsjc9JLWWGoppHinzXWlx+u6svcDa6175Lterw3gqtKSqpVpOjS/HoneMSaWZd1nC4qB05XbbZY9hqoYKyRhBftkoJ7u1ZZyih9lN8pRLbI1XmFrCqckdKxSWius+SHGlKSJ3jZdauToXtcppVrPRzaAwMiK2pj9YoBj9sNBFprGKDCqYox8aI20AWpBI/8fs6RoHU7WWqGs9Ditd4zTRFWGxzdv+e3f+z2MG4RtImiIvE9t2mRWS1GGgiLVStWGEBKxHSwhJzCWosROQluHuPsrsAZlLKm0+qVkclO0T4dpT49C7LzCNgC0gQjGGLQF723ri+V9sIg0ww0pynhriR6mmc9KzSqyIM/lctlnaVAl+nW9YD+E/6ew++s/+5Qi2hCZVwa+d1CHLxZw55H2f+8gDGbPArqdQy21zf1oz1/p3Qfo5eVCLXegKuUuebL7BlNKMbS01hqZF2i0xgK6wGBFR6irwje5klIaVWUtlRw4HUeMFoPezn7pbZppGkVgnLoPamsTJRnzfblc9ns0t/mXwH6PSs5s68rzy6W1o3ofo52uvQ9Ih/yrFq5da1Uo3RvEpZM92uaqDcZGKFNVsW59cYqkI+xRkdbLawwMZPO2OplKaaBKi21FQBejNRq916dSdqk2prj3nEyz3RM7d++t5PylSIpW8933pfWXvPf4YeR3fvf3+O3f/V2G01FUH7lihwHrRFWRgOF4AGvQTjiExjuu80w1CowQCnCWgqJoJU3+thCtszsQZZzMlMuNGJ1ywrYBITLeTE5938Zqj+NIyTI01FnpJYZtQyuwbVCqd14Mi2uVe2SFZC6Ln72nGMImim/b3b5kWpNYsOedcLw1/V3PJvqGFM+WL5kju2u2uevn+tSinul0I6UeRb2Xmq9vytfu11przg8PzS7FfBnhzJfDTfvX+iCX0+m0s2usteiWnZVa99fuPwuiAun3xjnfImFgWW7t0JH17P0oIm+lWZaVwzQxDoOQKnImp8TxcJC2XEo4axm8F6J8EYOtvpEfzw8Yo7HU3BzOHK1lIm+obTYRPCpys13XWjcDn9RaBLUxVARQkc2lSNm0DSlN41zlayElIVkjpy9K6sfSQua9iVqpSHEt6SbQNqYc3Q0tVFKfagxKFSlX95Ravq6MEtaJUlRVqarudWVR0ljXRuO053f/4T/gt37nd9hi5ic/+Sv+7b/9f7OGF2rN6HFgrTLWSnkvnjiD5fzmQQi9SC9vcgPaOtYtcD5P3NpA0FQ1VbdRWlWGVVKRASu2z1vUHI8jLy+fWecXUtGczmNDNEeU0txuV6zVhC1wPh8JsVtmRImQVJQSDqVp0DmINtAYt5vWikuXw9dC2KCqzNu371jnjW0OaGBbVvxwlGwoZeYQmaaRtIn3D0pMcp2TQTFPTw/kLOALSibvLvO6GwOfzw/t+gfWdd43DrB7qXTZ0rZtoBUxZIppAmKluM03pmlCFanvnDYs+T6FNuQiWsksdXPIMttvi0EEykYxbwuTVY3SpqgxYw6eEDNq2XBW5kh6rzmcj9QsEXzZAt55pikx+APPz8/cbjfJ+rL0RwUEisQoc0u62Nk2VcbT0yMlJb778CwoaD8JXufKPY1Qe/RjP/VK06+lJOlmZ7PnWkm1EnOWjVbrTvVKpciGLS1NrUUkKE3a83rjS+xVEu0aoUoDRoHVWuodJf8vnxcQpn/NKIXVBmcUToGjYlRB64JB9YITWi1aqly72ORnckkMTvPv/dqv8g/+4A84Pb0hawtuICvDmisJDcYSakU509LOKCwZFLecUJMnlIqbRrKCogpVCcWuKkEuSy3Q2PhKiQmVH8Ru3w8eRZv2o6DPFJSoJaOpOyJnrW7mr43y5Uz7fa3/VjOmz+Go4vh2mE4oZTBWDow+zXYNG5kkipGWHvbn440V23olFMDDYWqTr26s60IfZNmjltVyEMj6Yo+wfV319kFfb/GVAn9fdyT6SPCS7zMkXn9fv05pbax7VtfnNDhrd1tHrU0rkQR516p7wsiG7zVwd7nOIbUMYUXTR8/dh8NIlJTrizEyeI8xmsNhZF1n3r59K0hoi+7dpt4JN7kPlagt2pUd2n8t1uxAS85t0kypXwAsHeEspZJypVRJR0uR+FSqJuQibYtKS/HyvgFrrfTCsGv2qOx1Kagv61MUmorRSIO5fQiopLGmzV1vYJJutKxK9zVp0bCpGErNDZgpgjqWRFGVr77+Hv/w9/+Ad19/T/iqWqGsoyhF1khmACQSSVW0txSjCSVRNJjBMT2cUc5KSkoV7FTJyLRhHIk5CdIsHZxdwDn6Q+sJKlIIzY5PkMjSrrvPc79zFYWnJ9+b2nPtIFWf7ad2grRWFqMsRjuOh/Nuw9GBhr6wJYWUlLmnoOu68OHDB4yxe+rXQZG+eUrpUp7un3qfQbinjq/I3droPd3trJI+1HOaJrbdObvJoJrPpkRSUchM04FuHdmfeV/jtpHWtZIasuZGV1MyBUp4rXdryOvlJuwkLT1D0W5KJK3NzCrnvNuHCGdV2EXzvLRrkQE1fZCMZF+yp/T/v0K7P7D73+wNWjFovXMypWmeSaW0oSBZuJmlyDy55lmSSiWGQiqQatlrxZRb/68IsJH3NFTtAKcCVCMJSHRTmJ4mV9Uin7gdWyWMD2vMTrCtpoKVNd6R3qQqRde2Ccu9TtRKalUgVOGJnt888fd+9CO+/8NfltQyBlKFapp0SVWuMZCMJltN0aCsIatCpHBZZiKZrQSSks2XSGincYNtES7hvGgz122hovCj43AY8U7Syt4Iz1k8X4zWeGvIKTLfblBbnWyknaTb4uhAgNZyUlsnhO6YBMnNFYZh4nx+BAzWSu1c9wNJo3WH2MUx2hjdoHQvBkzbxuFwZJ7Xlq9ItSBOc1JnipWEWDVYa/aD5vWsRXmNxk21AzndUcynp6cdxTRGAJyhjQ5QStBT4Q0XDodxp37JgBbxlY0p7qhzTpV53YQEXyqDH1FATsJPXWZJLQVttoRtpTuQT4NYpchzMHttm1MWuVMtuCaUzk1F39FdawwUJcRwSftoJ0UrTrmrkV/v1r4ZC1VQKpqLd+MQxiRUslwKuaoW+STNTEXS0ZKrhHmB4BqjQUsAaIwQ2Xyls84kbWwPtNsaGdNR0BYlW6Sz2rSWiW4de+mnqVLI7XepImltbQ1ZVL43/yvC2GjRPKeIsgrnLX//t3+LXDIfP33gss6cT2ehNaVG4DZGTlQq1QnyGciik/RuRy+1M2RViSVhlaCyNTbHLGd5eXmmltzsHu4jz4yR55HaBiil3k/3epfY1KqbmXEgl8rWBpygFLlkUWoMMpCnK0ysmYhBoXRpjmXdn+V+MM/zwjQOezSr+e5Wdn542JHBPuZaN5c1SUsnFPJz0zTttLPcaGQdJY0xyvyPcdzHA0jKHBvyOzDPAv+71vuUUV/iaSONYVGwGGtlUlKbo1iqKN8l0+mMK4mSW0r4Ihna5XrFKLGin47SPogptrbbtkfdvC4yLUtr1tYbVIrWE1SNmgghJLoIt4NOwgCy2FJEyGaUvasO9lqv7guSkpH5gJ1tXyT1zDS7BgPNAj6ke3M51UotUgeiJe2T9LSitEVTZfKPF6mP3avAznKRA8JoTXfvMAUxtGmnejcLkjSUnTkjRj9yemdV0VlDrbgqp6LOldK2dFVIWhc3tvXGugXWJuHpTBltHL/7Oz+ilMpf/eQn/PwXP5eURimUchRjUESMqujBkrUSFn4Dj+zkIWdUlgge8iZUPFNwyjGNE7VUaYo3Y1fb5FDTMFByah6fEWs9xrYU73Di5XKVFG9ZGUZxEEO1mRNGZqVXhDo2zzPOOrawoRKidtGaVAumGk7nR+bbDTcMkvU0iz9tpCXktGPdNsbxQCmZYRjFa/VVE717YfbIEOOGbyiozFxo71NpBj+Qa8IaTU59ZPXIbbvuqhatDb/4xTf72kRpUsms143DOOGtY1lXbrcLbjqIo4HRzRVO8fLywng8kNuIMagsa2AaT7JWS+Z2XRmOI/ZgUQU0Yu8R8yZyLysZhUJzvd6oVGIQXuw0HXl5eeG2LTw9PTZ3Nc23Hz7w9PgWVJWJzsbKM7jNhFKwbcdRqgz1aPlmy2+lSd5De07Sv1NaU7PchFxDk/S0lgMacfwQjd1eF5ZCzZ3Rwt07RUmPjiKyEWUUSjBzmQqr2NNMXSqmtlSyNlBGgaoVTUHXTqPTe5pB1cKQqYC1LGkVLmapaF2oWZBTlSo6ZeL1wnL5wKfPHwlR6qhYhBZXUPhxwlgvVov6Pb/48FlMctuE2GGwrCGivKEqR0hX1GAbE8YJPO3bPEUlmsHUUjJjDTkEpJNhmp2BoHwCeii0qTKzsGk4l0UQ0NEP3FLaQRalJHW63l7QWojMVKF+LctKzuzeN8sSOB8fZBpyTYgb/l38KhNgQxP03v1S+2yIlCLnh+NeO4YQGhhyn2xUq9ojh2lDW7uQVbKmzOA9yZRdshRiEGmcs8zzgu7E5AaaiI5PKJQly/CVaRqJOWOaKXBt6a33g0R65xjHUea6DyO+pceizhiFDJJkaK0zbY5IVYS8MU0Trs0dUY0q+Pj4hufnF2Skm2fwAvbUImUURQyuvJNSo9fg1iLuDF0zRaOH9SKe2hC6KuTm2nR5MVf5vVRCSk3RIGyGTN2RzwZ5NZ1e38iFqitk4Tuq2pgj1CbIbXMCEIGkUhpdi2zIXHFGZgFoJSmzMwatK6r1CUV/Jhu3KikelVHkGoXmXYpQqcKKMS3Sp4AumhI2tvnG9cM3fPzwN9yWiwA2Su1smASEsFCUxliPtpbHxyPX28p2W6jGMUeRnVAqfvJscxE01smpCzKmONGEpspQjaT887agxe4GqJxOR8ISGmXKCPJZJAqFsO1u0sPg2iBNMM5+0bPTWpQVtQjKu24iyu3OYClJ9jEvN87nh7bB2kmvXvXfUoKcsaYLUQ/MrX3SGSS91uv9tG1b6LMM4b74+ibtdMIUxV6x80C781k3WU4p0UelhbDu2ERKYlFBA5VEMpUwzY1ON2c0BQ28GslJOKXC/jI7GGWsYxhHlNZcLlfOxyPTOLX9bllfRNFwnE6AkMmVkWlWtcgUZq01fvD49t7B7wdQ7yH2NNT7gRg+YyXaibC0FEE6a6l7k722JDD1PLrkVtupBt83GB8lqWUtrR0BqSLcyn7DEH8ZCWty80uRDVXbppKiFnQVlbZBoat4O+qWisqmBKs6jAwGh2sEcbGWkStPmX3OvXdGRq/VhDWQtkh6eebzcmWLie+++Vtenj9S04aqhSr5bePHNn1nSWQlE4VzKHg3ME4W/JHrsjXrCqGRMVj0aHbGD4DyVnaylSlEobSZ6rlQc2aLgdLQ6JzaQEvL3oRGqyaBaVB7y1K6fYXVltTSekUjKxhDTBvKWC7XG86NQBK/PgWhtQJEVHviF9/+YofovRdrim1dObbZgbVWTscDy23Z3aE7vSwEmRY0jjLZtta0E9FrVcSYqcNdWGydIeUAmaZor3dgpnR5URMGIKBQHzpaukg4xOaMIARrakEVGUGXd1PeQm0IqunBocj4AxEEJ3IJjMMJozQpFKov4pVqQSHu6hXxCK0N6xBQR8ssEWN2QEbSet+a9oF5vuHcwLZupBQIm/j/2NpSv1JqC9cyLzA1Z+NUBP2se8HeLCO6hQLyRnKVnwm5gzCyqdDCdsm1k7kb369tqJ2x3lg3YpAjXE6NwliLbQinQuRIjSBGyS2CTRODaw3mRmkSpFrQxbxd+fy33/Dzb3/BT//65yzrlRoj2iW8Lcxq5Jo1j++/xvmJJYW2SYVKluJGUdIOqOjGAhIgKddCxWJU5e3DQAya67qxZcU3l+/wzhBj4ND8YGpNWA3KWdzgyetKiIUS5n045DiN1JjY1oVxnFi3RTw8qeh6n52QauB4fmReZDins6LBlP5h3CH8kx+4Xq88vTlxuy2gbItiRwDifBPeYg6sW2QcHMPjWYZ1GlGnay3zJyiFQuLlWVgiIS6UIs140c4J4HM8HtEVXl4uAtiUeztDa82hNca99+jMHuVutxvWGebbjRzvni7bFtpAHeEHj8OIHQZhAA2OeVkJKeKdI5bmVhbbCANvcNqKgj5mfvqTvyRuATNMnI4HBu8hyWG6LCvH0xlVpLWkDCyLHDQxRtZ1kxHVg9iRzMsi/VUrbgIxSrZxOh3ZloBCS+ukoZ8hrOLwnTKTN1gamkmD/qm9CSgoYUqpMaIV3f68y4lSS0sLUpTV1jDOtRLaCSobsdJGrUhK0/abcPA666YRrWlIaOk865aO1tqs4+WgUFpqwNhSUmNkY6DEF0UbieYqRX7+05/w3/83/zXLFvl0ufH8+TsejxPeK6Ir/Pz6HZ+C4WEVfZlxIzEm8Y3sCpHW+U8lgbXSuNegdEWpjDJQVMCNhpM/sDxfsX6gBFF6mNES8yZ+oDlJT5XKdDoyP79gnUWUXJqaBLmtuZCLIHzDKFOAQxDLRedGSnNaS0lS0RiTPIdqcX4QkEXLAjINGVyWRcyKU6HOC9MkcP354YHBGW4xtPmM4mvp2vx4aayX/fmIB2kbuqLU3urovE9oZYZWu9Sqk/ittZQk89JTEh/WTi9zzu39WG00FsttnrFGC4hSsjCzcsJqRcwZW+9GUWKXock5SVmyC83Vbt8hszgyyiQ5xCsCKIYo5sxKBsjELbSIKUNEizbEEJnOEzkF/DDy8nLZEVzJTO5N/GTKblEhE5s33p6OjVuqWLcVW2ukFomAqhnL9hHK0m6QN1Xbxsqth/daOFtoLQalpEFNY5TkJrrtNV5rXJbOQikZ0+Yl6Kp2TdsujVKdtSLpZM2ZqmRykm5OY51sa4wGTeOISupVUmL9/JF/8//8r/jrP/8rlrixlMK8XTkdvyZlw7cvCz+/znxcYcZwPAz84HtfMU2O6+1KSgsZRaKgjEVZiLVQjaaoQta6ewUjpV/EuoHz04HLHKimgRaDQUUrDlxbRZExzoq1hwGtXTPnFemSs5bSZEadthdLBgWxREY7NP6u3gd1hi2KuXAW814hsou9w+Bk7LYfBsKWkAGnHppfita00WKBZZnbPac14MUlQGu5/lJks8S0ftGof82v7HKcjoRKq+ieir5uptMO5tw9NNsING/tLgYwXZ4UC0rZRuKWvlpuVvdyDV3dr5mvS5uTAejmR6OKgGEhoY3bS56cC8Mwsl1ltNpgHTFFpsMRi8xOBM22RdRjbe2F2BQgmloXGfATN1CK620WS83GNMplZgtihzgdJm6XZyGN1EJ7w10JLYRlSTUFTeupZwNMhT2vdBPVlsZsiaSWVxcF1ahGMi6gWmqrxAxH2C4NvVRtaGWjVpVc9893LEd6XaLXUs72lmTz9RSLPWs01SiM1aiiqKpAjfzlv/u3/OInf8V8febD9cKaIo/vTsxttNdf/PUv+BwqL6lyiYW3795wOj/w7vtv8KUQrxvKyjyjalRrpyCbw+rmkiYPuKietm/SL1Oa21XEs9lUss4iSzIZowxmENJvbayYgBTOPXpb53fUWcyE2rixGDkcDhyOB8IWKLWyrhFn7N7L7Kh1VaK7DEn8UHOuzW5P3ftbWkx03ZtHci74we0gybquDONpt3yvDfyQVkD5YhP1hnnffF0p45wjbH2Es2227GlnsqjmbVrbc+/AT2nKEdeU+s47lnUGBd7IEFHtB1LuG1Ded1UwTBPPHz+wbauoKnRX8jhMVTjXEVgRLeeUJGikLD1oqzCqi3sTx+NZ7Cb8PbLHGLCNLO99tzsUjm2Mgdu84rxoIcdRZGafP3+WHmd7XzaG0kAYR2q27tDQL9jnKuTShlS2oCTs8tJUEFVIxki9V6pwHiUySoGvjCClpTFPLM1DEgFttOBBQgao0qJQWRNLQFsPVoZn5BTQozhyLfPM4XjE2IGCRZGYlxdpJOfMT//y3/Hn/8N/y8vzR/72mw/gB6khUuanf/stf/6zb4h1JHnFh8sCz1cuSyBmxePLB8bjSI4BbUX1kMgEZalOU0qCmFCmsXLaQwCFLhmjVh5V5c3hxG2T5iu2sMWAJmHdxMty4XtPb7ldnpnjgtWlaSAtJUJNCe2FWCDi1MQwDmybahlGwPkRowNai6wMI4Rk6wwYRcx9clLBOIc2mhA3tDJsbRhmXgLPt5XHhzPTNHG5XvF+JMXIz3/2t7z/6vt8fnmRIZbONHX6JM3uhiansIkFQy5YNxCjNN2NNaRlJcXKuiVOR0fMAakxCjFtHPzAmmQi18fLM+NwbNdLa4BL1iReqT3NVShlSSkiMxpXTqczIUa0znz+sMlQ0enA9XJl2RaZX78FTscTVmuWLTaMw1Kby/gwHRiGEbL4xK4xQVU8v7ygKDy9ecPBiy2GVpotBES4YlDKEuONYRzRxvD05oFlXnh8eGJdF8bDRKlZHAr8QEwBG7bc6DqBWg2pyCbMueyqgaJkyEepouWLpasZlDSvW75flUz+EePcQtG58eykX5TJu5hWyDWdhCzcxoSQp2mbWehvcvrRuaG1kmPGW5klp5Qo8kUbVsTlu1ZS3PjLv/gJnz6/cL1diUnQxbfv3/Lp83f87ecb2nquz4H5Elirxmtxs5pvL2gf2cKM8RpbwFvNkjKbSmjl8daQiK3ZH/HKk5UgcMYaSs2tnRCYJoWzI8vtM3owKOPQCtK6oa1Q+WISRYeugriGvAhVyQ5QRXMXY7lrABG1vmoka6M1MW2UrPDWtEZ72me9lyJymdLSVRmRXSkxYa1CsluROHlrWBeZZ1eq2PkNg6e2qNV5obUoUHlvFey941LYtnVPQTtPs3TqWc54p6nWYhux4zCOpJh235h+jd0KopO2Y4xM04llnjkdhv16/DBKq6T9iSEwjL6BP6pRzOL9XsW7jaW1lukwYezAliO3eROtoDPkVOn2/UYZVJWDZNtmab+kjHMDzskIcVFxrDhnWmumRXe6fOs+sKcAWpyZBbbucqKUZJJoTHEHXnopJpuu8T5TEHV4FYGRMPulBSDz2wuZLM1dEq2fQOeYtW1KromiheleVG+BCGdS+nlqp1FpY4RLmosgrLVIGlzKXbuWImENfPjuF2wh8unywvnxxPe+/575duG2BC7zyodPFz49XwhRUNMYCzFsLMtMChtbSjy/zKxRNsiybaxhFafkmsBqQgpUrYg1UGqmGqgmU1Wi1BVlIsZErFl4ejtSiVSdyUSc1xSV8KNFW4UbR7RR+MnJZOFJ3J3vglV5wEpL+tiNdFHNl7L128T+YNnrsdfc3tD0dCAkdteI08fjkT5eWQAQUDXvqWXX071WifdUtHM6U5YN31+vb5zdWbupxkUFUURS1Hi7KWe2EITU3Dbt1hZuavMMhc41fvG7ZcIwjRNamhKhG43JotVtniNVjnXBHyo6dyQerDLcrldqySBCWdZl6fAD1kjdeb3emieNgFDW9FmHhsenp4Yuj428EAUHKWJ7uKfmVbShh8MRm0veFcfbtmGbS3E3AyqIjGY3ym38uVwSGYilOUzXTKLKImxO1lVL/VFyphFn5AQky15sfarSDJmyUeiaJa1prYmKoSgZLZZT5Dg4VDMIMta3YSpyF0uulBLJWXF9/synj5/5m5/9nON0QOlKzIHP1wvPz1euc+Kbl0DWDhML2lTGQSDjbTSscUCryrwGzKDJWhFqJjs5SQkwWAcaUt5wVrPlgmsEXa3EC7XUjAVK2picJRwM25J3QGnZFoZpYN0iW1gR4wi9WxWK5rGPNmtKhuY4V6qkaL1XFlITnNayO3P1jdc/tJFFaZ2j5CAndZBm/rYtDNayrTPeGawT5Xd3zhMmU90jUakJg6OmKDzYKuDbMAriuMSAcZYc8q5G0Vrz5vGpWY+INb51jtIa2aWhq4AIXUvZP3TrgVY6Gi7ZkxAfwDcuZklZmFaq13h258qmmODQXOCdR0p6TUkFZSpjaz0pJWI4ozSuOa+t6yK2Kjnz+PgomyxHQhSKYMmZ0+nU+qKhGQ9vxCjEkLdv3zIvc/MdDQwabAh9wXdX3yYZUmIyRBWle0HQzv6n1lbTUUg1NhZM26BIDahsFTOVZluYG7VKmyYpKhIFVa1kLQ85N56oYHiKVAu6anSDpbcQMbqiSkIrydNDKmhTKDWwzTfykvi//1//NS+fP4CByXoOpwP/41/+FTkrbmvkZ9/N+IejTE/SitFaoXzVSo6Fl88LSSnqoHBroIYNd5pkNvn5TFKRYhzH08iaAjVVrLIQI8MgaWSKq5ADlMKh0HHm66NnBm4LmOORWmANK49vH7h9esY6zzpHlLbi0p2Eye8HL9QxFNM4UrO4cVmtsEaxLhcG55nXGwrN6XRgC3Iw5CJubMMoCzq3Bvc0naR/6Hwzn3Uczkdu6wwUul6vVlESbM3+73AQiU1sYBCwG/buCoc2x9E0ArO2lmVdsIPM/TNKyfqCPWrWep/X7r3HOt3Gf3eNH5xOxzYD3lFSJcYNpQaWdeV4POwA1cvLlXEcSFma4Kplbs7K8JxYFakmBj+Cqmxh4wdfvadojaIrQPSeUsp7PLAsM34YW8ZRW3pf2LaFC6UdLDKtqk87pihO55Og3lHLgNrjAWUUOqXcQj1sIVGq1F89R+7jk+XElSZ7yoKuSfqZmuo9CnpKoajcImEGk6kmU1SSiGggq0yqSTZuTWQlG7EiWrnUvp4pxCKRNZTMljNJiZ3hmhPKDWAsudHithSIJfP88olvv/2W7777hhBu5Jq43i6kooi58vD0htqa/KNzOCPM/Q4MpJyZ1411i8yzuKGlmAlRqFKFTK3yHkUEC86JV6qxBaMLxma0rdSawBRCnPG+kLZnRl9wVmrWVBPaSqvGTZ5QRBuYZQs0gyex8DDOo62YPvWWkCDLArRs++ASsbxHdbhf8iitlNjel4q1mpRC0/9JHdOjpaR3BTv41uNbOZ/Pe7oq1hISRa7XK8baNvsv7Bu28zxftym8H5pdInukSE3L+NoMqjNqRMnfCd2umQKL96jMe5cF7p1vrQD2DaERFwSjxZJRWhVWuL9NLnUYRpQ2O33POb+v9c5VlbHYZW+hOef5/PnTnv6KxjG0FBkZS5bEC1dICHm/Z51e19+n9D6bA3YIuVFqpL6qVELMu7woptBcqzOFNopLdwi+UHVG6UQhoHRGW7EZRGWUqSgj31O0LEh0IeuCdlpoY7oSVSLWTFEQyYKsanEYy7pSrSZTyKpR3Ixmq5lYC2veuC4LL7cbnz5/5tPnj1grzWNtDbEU/HDk+WXmfH7DcTJYY4V+ZSw1JQyVwXpqLoQtiLwqicNbrpUYUiNIF5QqeK+xpmKtNMONqSgSVSW0Lrj2tZIDw2gYR835aEjhE+ejxprINHmsN1znK1suoqho0HzFSmrXWj5Vqfb5lloZJyOyc2FtQAhK3wGMnr7lwuAdOcu03FpFiBpCIkaxr6hUTucHthBZN7FQ3J3VjOXz589SYw3DvpjE1sK+akSbRthXr/qCpg39DKAaQNUkTn2Rby3KdcV4qQlthEze66Z+KHSq261R6mql8S+tAFWth+iGQTSqoY2RNrK2lfd8+vyZLQbWENBGeslK07ir0ClvwoAZBBVFsSwLoaG9WsvamsZBEGdkItTleqHULI7pRgHSLTDW7GDi4Xjgcr3KAFepm7pKvU8g4pXYViJfRe19IKWgqtZ+b4tRqwoqyxsikkvA2CqbUyXQGXSmkKgqU630WrLKVA2RJBtNZbaaiKXwst5YSyLUQiiFJUbWklhLItbKmhIZJawbrXi+Cu3pz/7yz1m2jet8Y5wGtDUcT08M40TB8u7d9/jtv/+71JzRiAph6N4ggLZWapeciKm2Uzc11gdS81CwzeZCkzE6YXTCOtAqYXTBOnCuYj0onUElhlFzGCoqXziOGWMTpWzNnrCKlb9RuGmiaOGjplLQrhkDhyhju9HENtAmNVcBbYwQiJUM2jFaI/mMoII7KNGjRZUqW6k9SLIuS+O99om3ZU8PO9m6p5rOuX2ibrck1EbvrBjRDbbeaBbOay11t3pf13UHirrAtnuY1jastDYgqCOqOctYgOPpiLWtJ10Ea8hZUsGcCs4KsYFKA0uElK0qmPa1ZV3aDAzhby7LIvWxMU0JImXZoU3gFUMou48lUFrIH36UkQG+3YMeRW2b8fHw0EjuVZzWxnHkdDpKlhGbP0spXdmqsLZ5pNCVDyIwyqWSamq8F6hVfP5zq/lKbQiYLhglTfqqhXomervQGPZa1MHGSJTMYJTk5lppYpUpPoP3pFrYimjFNAI6DM6RKBy8ZS0Zowq36zPzbaaEhc+fnzmez5yOlsunb/l0nYllJdUT//xf/Me8f/eWX6/wN99+4Pn5GTtZhsGJQ/MwYA4jC5m4iaYuhA0HeDymzcqYBkvJgZIt3jVVh8rodiqqkshEOU1zZBgbfcloDgfFqWbC/Bk3fY16iaxJk4uhoNFafkZZqXnRmi0mKrr5h3oBE5T4jeaS28PXUifWire+ERjkXi9JRLxTm08wz1eoimHyLNsKOfPx42e09pSyif6qasK2kLM0qa2WATEvLy+cz+emXi8UU3h5eZEJsVZs3p3zbHOfDCS+m7IxFeZwBC3N6Ril9ty2VTiVvs051JrBe263K90Q2jr53apZT7x//56f//wX3G6LqN1jlDmLzjEvokqvNAJIEunVPM88Pb7Femm3OeP2kWrnx0c+PX/mND1wPB756qsTl8uFbUtNIDw0UbSsXWu1sGe2FWu7mihxOh0bWTs3IUBEXMEjRZVGRKlM3qMl5ZTeTGrpZkh9PFjdi/ZSesTrGzPKxqwJyDJpVRWqEoeUomKLfBFlI9VElM4UIkUFSUdVoppCtZVMItZEIhFVIdREKImgCiuFNWeucWYthVALc4wkBXPamGNgjStRFz68XNhKoWgj36MNsWYxVNKGNWaWLfHm8Q1fv/uaWgwxZoz1ojSwrhX4Be8cTrc002kMhdEZBquwZHTNqBrwuuJMwerMYAuqbCgCk1M4WxmdouQNQxGLdjI1rFgCcf7AYYK3T0fR+jktAAfsw2Gqsm2EmjBpUjMNLy0VFUDs3i6KUfiSzgq5QlypA+siPpW1iAzZGIUqmYOXSJdyYPDiDuftfcClbhzIHtXubRFZO5LyeVGbFznEVYPt47ZSSmyRrIihlFVNMCwDRUurSbWWWrqUhFbd6lKiYwfwckktta6ihC+VsG2Evf0hg2VylFZBTrmZKqkmHlBsIaLayLAuLAcZhGrdQC6wLKsQS5rrANDGrwloGLeVHKuIdqtuiGvGNbKH9Y7T6SjZSq0yeq25vdUqpZ0ZPDrlSunFnGrFfdt8XSjZJUmSw9b7JqQBLUo+lEqgE1VFUBGlC9pm0IlSA1UnlC0UlcgqkElt40WyLsSaCCqTdSXpylYzoWbWFFlKYC2ZpGGtha1ktgKhwpwCW5WWwbcfPoiprjU8LxtbruBHzHRkeDhRjCNksMZzPj+ANjvZehgmaobbspJKEsV9s7w3VCEEDw5dMuTIwRtUCowOvCp4lfA6M5jMYCrOJIxKGJ3RKhLjFWcKOW1UEpO3DCbjdOJ0cDhXUUZJ1qCbH6v1xFzAOAqGqixog3EiDE5t4OdufxAjznZbRuHxymRYu7coegNaTnJFb9Q7K7rCblfYM46uL3wNrmybDPd87ee5mz1p3dpId77nfbBLn2AlqWfMwm/VRgZb9ma+eKTG/f8FDAo72JJy5OOnz2L1Z+yufC+l7kNRtWkRU+k2pUvobDmLKZNx0jOkymyIdV2pWTSsMaYdMDLWfdE/lTJM7ZS0bthbW81pdBe2S58xhtBSfyGxhxCJIYmvqzYOqthBpCLNutoqh650kHFQvRaUWq+2yAft3zW1eeMJbaSvZlySTakSVYcWNWUjVp0pNlF1IqtENpmsk9SCqpB0ZU4ba01kp8gK5pxIWhMoZGtYSuIaJAIuORGRutCOI1EpijZkHHPIXOaVw8Mjf/U3P8ONE4fzE09P7zidT7jBczie0NqTCqiq8XZqzsVyE3WVWo8cpQVSErpGvIaDNziVmDwMJuN1xtuMqZHDYPAWqQk1SL2ecG0YjtcVXRMQMKaS8iqqEuMwXuwMI4pYqrgNqG5eBVUbUGZ/VihFCsIZFet2UU7UkvHOS5O5SlPpOE1QMlYrVPMxqCVhjCKnjdJUDrltEGPvAyh7Gnav89K9ZYGMK+hzJzqHVGtxPd8tMK2MFROXvXwfAJpz8+o0grTq5nvTbPR74z2nRvyulePhgLNOZG/dUc2PKGRQqtD1LCUWjHIYL9RGpYU+pozFGMe6RoRwozkeztJjbnU0SnObbzg/NKt86fVJFBVTZXGMaz3DeWWeZ2q8ux2UUghrH4AjZlA6Z9VYDs0duDauZ5E5fSmJB2Ju+qCcxWhXaQFipKOeUTpjTQUVqQSszSgVQWcqoaGh0pbQtlBtphJJOlGtoKKRxJY3NiLFghlFPb7EwKoSS80stRBRXMPGEgJJGa5h5ZtP3/F8eeZyeeHTp2/5m7/5a5JWFKO5bIXz+x+wFc0f/7M/5Td+6zcJpvLnP/85v3i58XlNXNbMZd5QZsS6EXLFVMWg/X56aSBvG7pkzoeBwShOoyWtV7yuDAYmZ7Aq4bWANHG9YlVm8prBCoF3HBx+cEJh84qHk4f1E4/6xsCK8Y6sNOM0gla4wTNvkS3XPYIvUebYjYcDpg2kVFpzOj8QYubD82dKi92iLcvkJJ6VMusDse6o4rz68PAozzvDdH6kViE3D95Ta2ZwCqpEmRgz1PssemMc5/OjCH2rKD1qCWIslRLWDpQCKRaM9UzDgZfPzzgzMPqRkqVmXVq/rTTHvKenJ4ZhEhTUOB6OJ1RTiByPp136FKIANM4PDG4UEKbNmF9XQS5TjBilKSkyaIstFVMr8zKjlWZerozjyJunN4IY18iyrNwuz6zLTM1R+tJxa3W4RRuZQ7gsC9pIYHKuqX105eV6JVDJqnCdL9QqU4mVKnjruF6vaClSDeg+JEX+7qG2M/9LyTTaNSBFpNF1h+Q7ymdMwdiCaqmoVhFlMlqn9rlAYQOVKCaBrVSdSUQw0orYSiDpln6SyLqw1UJUlbUm1tpS0ZJYQuC6BbZSuIVAMYZQCuYwsG6Bz9cb/njg5bagx4E3X32NPQ68XGfcdKQ6C9ZzmQO3dRN+ntZQFWmTiOHaVMLBOkiJGjcOznAaHV5XPJmDU+gcJBJaqHHB6cJoFV4XTJXswFnQujbHjiRUNlWxFgyJt28fqBSUs9zWhaINRWlCkfmEqSiKEj5pSHeb/9JYH6Xe+2kgm6wz9q25o6KlKQhS3AhBGttGi3gYhHivVfPlgV2toJQMYUkp7jb0OWeWZdn7YZ0K5kdLN8cFGZ1WiiDr4yiHS8qJsK3U1qc0Ru8tkz6QJqUoI6l7DVVkpoYxFlUlyna3uNDmLhql9zo1xiya1qZ3LbUQ2+9Qukf13nYRzWNIGWMbj1RX6XW2loPMgbfkLEiqECQEBe0uc8PgGzm/EprweBxHnHeoUhhHz+PjA1qZXvsp8exsfFDpOTV1QpFpQJJiyEUK8FKoJbb6r4CSvp9RGWMSWkWMzRgjcDsmok2CVhdWFak6klX70BFlKrFGQg5EMlkVFhJrCRSn2LK0JbZa2GrmljaWFNCD57JKKqoHR6hQtMafDhg3cF1lZNWyLPy3/92/IaTI09s3lKoYxwMhJdAymyFlYf9oIzPnoGKrglrQtfB0OjFozajBlshgNDonBlWZjKSUo5G60OmMVQVVI4PVeCeem8s2S6ujCXOr0hhnSGEVpYVWZCUDXZSxUqe3wTC5StaSUiE0uqCxrmkBC8a2+ipG5vnSTGTLvpG6p47IxBJhW5hGRylhdzbrE4nsPmmpe7vcgZjDQeYkSD2YW61WvyBhpza+vA9S2baNbRPz25RSY/kMxLh9IeRNKXG5XuQwUQrrnAAjjeaVohwQy7bRR2v3FNd7mbJrtEU1d/WSMsN0wE8TRhtUlUPINGMpSkEb8dqp5OYtKw5t3UUN6i7Tys2ixVlLaq0Yka82g2DdpHFaZigqLWMajDHEEGTevZO5FbtzWak0ZOveD1RGZv6JJWGlz2eoNIsJpOmsdEarjCICEaUyeo98EUza/611BB32TahMpqhMIlFNJtRAMYXqKkllYk1EMkVDVJmgCoHMmhNLXFjCSjWGy7Lwsm5cQqI6T0SBtthpJAN2GPju02eUVvy//uv/ptntGZ5vMykVtixN5JKFCue9F9/OIjMHVc4c/cBhcKy3F9JyY7QGUxOmRiwJUzKTVpiS8KowaIVVBaeVzJvPgS4krSBthDbGzQ6eNSxMowxViShh8jkv05mcF4PjLL6rmN4LlDFoxrqdmI3ug1iCiE73OiTf2SqdzKwUxlk5wbNM73HOivVga7wb++VAFNuGaR4OU3NiK7sbmnPuC6Hta1qXMZauqO/Eb+fcF47XvUEfY2pDZFzTDQrIorXdAZa26tHa4K0XZLSCsfaOovr+s9ICyM2btlvxS4knrKF12/bDYt02psNAH23XCQeiqpdr98Mg9bFRTIepEb/VFwRy7x19EG4Hx7yz0trJpQMtqhXKilrTblpaS2oC2NJgbmlHKF1QtbRNmWWKriqiONaFUoWzKUluQldRHIidvW4Nb0/ODW7XQK6kqjDecblJjaD1gFHinkjJ1Cy0tVAjt7RQtiiw9rKxlcrzuqHb0JOUK9PoOB6fGM6WX/+N3+Df/X/+jF/9wQ+w1nL98AGF5t2bBw6HUWDoweG8afKWlVw2nPfUspG3wPsffp+Hg0OpincZWzPjYAh5xamKLglTK6MVe/yenhhjCSExeE9YBcAQEq+CmDB1QKP56s2JW9Jc5syCRdeCMx6MOIpXpXFF3AdSLnKCVrHnS0Wm4m5bRNHHghnps60ikenTcjsaqZRM7fn08QNv3r8RadBxZF094+CEptia0xK5FM4J8pdLkoMWhVVQYqTm0lyyD7urdUdHQWZWTNPA7XZjmhy3eaHGwLuv3othUa6tpyqZx/F4YgsyaNMaIxG56jZgNOCtE1S0Nc6VEZnVPK+ieFCKmkVIbezdLYEC83xFO0PMkXGYMFZhMk24nDhME8/PnxnaFCfrrOgbWyp8PE+UkhknocNJ4iJj5WpeUU5htGGZF4angRizDMgZBlSpfH7+hO6sFxmgIkM7cqF5Q7ZhKUo8VnSbXUCtsvlqxhrQZLQuArdrAV+0SpKGErC2/dsESUdNwpiMNgltk6SlOqJsotQNpTN+tBivqaZIm6LGZgFRyapyWRe2HNhqYts2sX+vCX8cYRio1oL3bCmz5MJ0PLHlyE9/9jMu141YxF1rnByDdzw8nHl6eqBb+ZWUWbd5ZzCoUjgdD6RtI4eNvK2M1uC1bKCpm0cpIVDrklEpYquo6buvTUlJVAWl7Fb/pTYRrjZSj9eCt0baPNoScybVTG3N8dRkYdo4rBtEZY9QsrQTe3vx1ZFGvMhiYlNUWCDtjI/SvFo7mACVtXEwQ+OWisI77ZNvY7MRFLaHE/+UlBrEL/2+1+yZno728WQgUVHcyqIIieWb9qjZnbxrA2XyrkMcpRTQbRJSTCKNCyLM3WIiF4lw6xaa1EyhrWFbFnLKGGMx2jR01GCUoKWi/au79jBEmcMRQ2isIklbh8Hv1LVlmelDbkUqVfnuw0dxwWvZiDh0CzrtvHBu523ldDqihQnTqWd3AKZ7dHbytcxyF/BFGu4VVMEacR4TlCihiE2KI5tO6f65iFERqxPO5oaShnvvkI1KBJPJLS2NNZBVouwfVUx9deU6v7CljVQSl/VGIuNGsXVICGBRrWUtlSUlTm+e+O7TZ85v3jCHwNPbt7hxYBoHnBfrAWulCRzDhqJyPhzFtnxZUbUyWoMFVE54Kxr+vG04DV6r9rVMTVFcvJVYJFqlULmIIW2IlJxB9d6Z1JnKWqoW7qdzMnVIKYg5iflVoTHwDaYZF8nkqYI2VnphtTZNYDc1MhyPMp/ce7EP7N6bPZ3qvT2lhOuYmy6v+3kqpUixNiDlri2c57n9HrPXeT2FnKZpj3rdWqT36FQjhKsWhowR1XoMoanb77w44a72j7zzRqX3KOOr++sbZ9tsBqGlxRBxxrVra7Ygue6bW2RP3UTp3peUHqik6yEEuRdNGmbEH5IYMyEkQkjcbredgZTboS6+pmYnugtpXBrzWovLnBgrG3Sv/e4ftbmd9eY7NFK+gANIc1dR0LqZCyn2OtDoijWlpZ0RqyPWJLSOKBUk+mmJelpF+bcOUgeWlVpWSlqkreEqRotOC1PIRNa8kepG1aJJTCVwnS9gDGvObDmy5sSaAsUaqrEYP1KN4eff/oKQK1sqGD9yW4TpbowSI9VaGJxFq9pQXtXs0oVNUnImxw2S6BmrDJFnvc54bfHGEJatTWCt6CI2gjUVtmWjJnDWt6m5mlpFcmX8wBYLscIahFwtfUOFtpY1iui3NAjMOie2/rozNWhK8tr0chJNqqqsa2jfL/VIb5yXUrjdFqp4R4px7HikVkWK4mI0jjICu/f/emTootplmblcLvv/Wyc+qrtK3XtiSrtiPsbAti2NmJz3zfx6eOZrVYRvtWTOd8VBahYV4qA2CE6BxhpJl40R0nNpbZnj4QBIlPeDl+EpWySmbvMv7JduupRzpRYZ3NK1qt67fSru4SCOad2FzzcHbuG2SjScprGZCAdylsxBa7UfINY2AfKyYBWmQddyInU9VqlVYr8SoWGlWQFqEStmJXaAhWYFQXOfVqmxYDJZCyJKLVidqLtWsBn7KvHft0oLPUcpnNGkEjHGtTFntaVefdFmSrGiyKiZbZmbpcNGyBt28OgKW87kWPDTBM7zfLtx2za8cnx8/gzacp1niTIxMg6GGDcGK/UfJPxkWD7NkDOTO6EKeK1JYWN8PDBYgzaSM8zXBW0L3jjZoMZitWXZgthkSONU6kzjuC4RxSB1HIWKZwtS4zrjKDmKoDdL5CtZSOJpiyQj6gXjZL5DbuJe07p+2jpqaxupPQJJKT9N4258NLWJrSknzuczMSdxh26pnzEyNDS2sdnUPi3J7BEupYxpOjjnRSHQm/T9e7pSAtiBIXG9Xnn9R0jQd0V9TDKjEMRVfRhHlPHN7iJL1qEN2VRqruSUCGFDbOIHyHkHZKgiSTLWtHRWqG8hbOKIZofdxr6Tx43RzLcroxcZkYwSL1zbGOrDSYZ4SoZYdgJCB6Jut4v41LQ6OsbIw8OZ2/Ui97AWmYBSX0W/TkNrPHmpNbSMMC4ltbRJcnBrFFaJBIe2EY3KrTBPaCJWZ4yOWJVwNmGNREWjAs5kvMk4m3Au420hxRuDrS1tTRI1XaESCOGGsplUNowplLzy/PyReblx2xaGw8jheMRPI9o7kobrFihG8Zc//Wvs4Hn71dd8vlz56d/+jH/0P/+f8Tu/9zt8/dU7juOAKpEYFnISIavVCqeNuHSrypvTAUPl4TQxWM86B5weqEXhjGVwA94NDMMEGLY54e0gjAzlcVbYGesSsFocyvxwoBRDKtIEj6kKxB02jk7RB11qLXWWMnJgxpT2yNcj3Ng2lGw1Ub3H5jFKp3clmSAkA0nuCvfr9cowjCzzTAhxp65ZYxiHEeccgz/s7Ye9FmyULOs0l5eXVhP6PdqOw9gOzUI35R2GARnU6aS+a5KjLQTGcdipZx1xlI0MtU1pHoZRbB9K2dFUidKep4cnBudJIQnnU2kZZCPDMHHWi52E7eOyJcpa46mAtZ7L5UJJVSzqz2fO5xOlZJ6fP3O9XlAK3r59Q1g35nnm8vK8HzRKKYbB8bOf/YxxHHfVyPV6BeByuVJr5Xq9cZxOQtaTNyyEUnl4ndr05dfEZ6M0toMAMdrIcHtJR6X+M6pgVMJpSUWtyjiTcDphVcTphDORwWYGlxlcbalqZPJgdETXrUl8MkYlVG20tiJkb2Mq83yBGnGDQVvFMA2EHKlNL5gVZAUvt5nSapxpnMTmLxWm04lf/ju/IiOMDxPDaHAGakkyD26V4SypZEyri6dxQPP/5erPuuTIkjxP7Cd3U1UzX4BAZGRmVXd19TYzPUPOOcPPwBfya/OFfCeHM9NL9VJZlUssgLuZLnflg4iaRzHy4CASATjc3ezqFfmvWibzND9xXzNOPI5Ar53RHL0KMiK4SB+eVqF1Ry6dUgbBJcawwCU8MV3wMeqCLk7jKYrydb0VzUL1it55b306aKQCosTyyTupUVfhs1rbg8tso1KqPqnPgyduUJuCIL0Pg/ahlJ1HzbTdRDkXzuDcswxU0Buy9sZ+7KbrVLDlVMmc0rCzRDSEYBY2RSf1ttTd8QRw9D1p46mV3jgbsU9+srVOCJF13/EucJTDdt/TSROZ0sQwGaXSDLbDCg8jcHABTWnQWzjnXcfGOXC5LPQxuN3vakFqzYKRPbfbjd6h10EMM2N0tv1GKZlSCp8+vcAYHPvGut75/vsvgOIC67pyvV44WsXpsu1VloT71QvE4xt3erQE5Uu8A0EpCJUGQZABvdoBVE4w+qZEtK9E10heielo/z/6SqAQXdH/b3rKYGDNeViDqwTfGHYoddytHPs7rWdK3VmPO51GmLzl2AyaEyRF1mNnOA35+fHrLwwRfv72lf/8X/4z0/XK2/s7tRV94eZJZ/RSH76wJc1MaSYZZ6S5mY1v395JcaI1oTfHGIFjrzgXaU3Yt0YtwhiBWoRSNBpCJKkGUQJDInuplKLG2eCnx7gqDIts1OxWlQC6x2gZgnrTnBetT3PhQQSHaP8eIrlp0UqI8YHKpWk2x7x/ADbFHO0n0VxrJZdiY6iOhtM0mbqkPAAcPWye6/WqCWN2E5+32JmD+ZEZas6KMdSxYL/mLK3s13tgMRF0iDqKen8KA061i6aXeRPVn9V53qtUrJhAoBngBYr+YvGa5wUEPD7veVl0mjBv47ZuBtJFjdJ3ztYW7Q7UHc89GnBPXey+b1bbpo79t7c3xhh8+fLFUrRREKbV/gibEfnoz269W0uRpVQ73QNU6mM1YqMpaIH+HER5v+B0HI2uqSLEd6J8HLrkKp6MFz18c2hEV/ByMPlB8pUoVQ+t6OGl73orSqPXQ53MaC5IH43cspLNruNTorRGnCI4R5wjlcF9vVFGYzt2vr5/5b6vSPCsx4oLAZxxXvvGuiv6OS0zMWk8uXOevBVK7szzEz//8k5rjmNvtOYQP3G/FWrztB6oLdB7ojZ1uG97RxPlA30Eenf05uhN9CZ1NolYZKO3/++DJwZD7QRcOKPeq46XIVK76nRzrQrWpKDtUL2pRUgsbqRWPdjOE5Mie7VmjdoQq48bhVrK46CF4E183B9ZoFqYqY6CMxNGby2NizwP0ulmb62Ygbc93oDCWWftHw/8hwgc3dHOVOxztywWDdJGJ0WNsZonzTGdl+URnTK61q07cbZWKfqpB1ER3JBUFD+Mp3ZuELxQ6sGxF0oujwdICN5afjVeMNnB41eUy/VJA3j3fWffD6aUuF60EelMfDtTwHPe9e7XpdohovfwmXCsjwhFBB8eMicKzjBgqBBRf53H/iej4mlILzgU6Yy+KQUhDT8yU2iEceDaHco7oW/MvnGJjhQqru8kXwiSceMguU50Az90tD22N3JeyfXABa9VVZPaQlwIuDniUsKHyIiBvVRyK3xb31lzxk2Rb+/v/OGP/6DKkqpLvHSoo3Hfd37++qZxdKMTgLIfHEehNgEJ7EdmWa4MiaxHBzeTi8PFC+pAiYwRyc3h/ExvEZgQPyN+wvlEG4GKx6ULZURyFbroLSKj8umaNMvSB40AcUIMHpFBLvuDO3NWOe28egeHOFyYqA3mZaHkBgjeSmZ6K5QjM89XO7DCPF1YpqtlhCbux85RNJ6idHi/r9ze7zhRZU6Instltj55b8G5H3D/qTjRQ6lg0bIsql9tSmVoWDO4GJTfHPJQ6Ty6CIHcKs3olX1doVVqOai1UYpqanEqtcOrrK/3QQyKxP46ovHIB/dtVXtSULd83TM//fSTjsMD8la4zBd+99vfqTi8NuZ55uXlmafn58dBf3p+0azcrN2M9/c7X3/5ieCszyPo63LqQKcUWO83gsWOBS2p0C/Si+JxvRXEYf4sfTJ0Q6LEnpAMDK4Xu8cfJiacU47QhG5oD63SFNYUqLesdBqV0YQQLqpyE5AxqDQN4I1PVKf6m8kroFNz10PuVKCNVJzTbrg4JeZl5rYf+BTBq2t8OzJdsEiHQQ+O9/XOy2Vl3TYmPxGmC+XYcWaAdUHd19eni36Tq0CvlOgZIrTR2Fvj8nThqMJtVRX+tjd8TIhzfHvXMpQY9CYetZvzJFKbqllqhVp3erMKrKpUwXVZ+GVX64sPGpGnbqZmu43GHor8SiYvmr9Za9NEtqCKFR8iHdhL5hqvpnntmib29EQ5qkVVDEVwQ8C7iEh5qEfOEVGTwg681xakn376ScfVnB9coKpnwqPx6ERBlZNMlkdTHnVe5874aypCx1a7GU08TdCojfPvOP85e+Zr+dChhpjYtk21qbYLhpDI+848JUrO3PrN9L46gqoVSqWX3kXu92+0pjrRGIKuFfa1HsfBNCWlaLqW3PauUr7vvvuOgUr3Ss7s207O2RqcA+XIpMtM8N4rqd7V9aAA2ociwBntIEMs+34YTKMqiyHw6zZBkZM9bMivzLrDGa1heV+aoq0HUMThUbChIXQvSIR1L3iqPQAGU4DWs/rzqAynidWCjkzisdEgkmKgR0vbcoPc1bQ6Lwvp4nn/+k6rwn2/04HSm8a4o3N/syjFaZoIzltqG0hImkjdtZ7JSaB1zyDReqAdSobvuSNe6MzQNfG6VaFWoXVhiGPfC4NEzgd77pRjx0tkihO1dtKkGss2OqMVdSxEMQdEsUQsTDGiXXicYIqVbIaornjxHlwwjaQe/GW56A7X9IAeOROC58hqSA3RRAKi4UIiqnesTSMWnCGMYq4Jh5DmiV8DKedIeY5oj9hC01JO0/QYZ/8JeGN/Tg99VqTeKIzZtKm1aCLfOb4GH/R9JjzGxG1bbWxXzlVEzQVTnPX7BSae1kya3vWVFhw539AA4RlaxZtu99efn0YPRnNyBEQiIRi/HIK5Js6Q3sbowmVZ+Pm+khCciFjLkC7E3YoeFYGzzsCmh+oM5TkPoVaxn4joeKCjWrA5cKPrjoi6CCJD4xtcR62ylUuExXcixcyslSSNOXTmMIi2L0aqxj20gpfOsgRGKzoeBo1yEOnEFHBBLS3JgoyG6Ci02RvRBUXNOp37fiDJUcdgL4WjVvaiiWg+KgyPdxolPyCmmXXPDANQWne8ve/4cCEX4ciw7jCYGbKAzLQWycVr5suIiJ91P6yB3gVxaqcZXch7pWRt1KiGummHoupvTyvTaQsbaJyDmGNAnJgiRtUbGuBkr9IYTMtiD00eJt7butGbdvAhqtBoveotGDxYrN/J5+V8cNaJ5VwsBPgDJT3R0xOgOX/veRDP4pZ5PtU5x0N5c95+J/KpdiQ9KPM8PfbNM5VNSzxNv+WEkKImcCsdj/fy0HA672lNg5UQi6p3yj2mpMlqw3JjTsXQPE/W9x7MKV8eovNzT23G/42hv/9yuZAtmEpEzE2hAu0U02O9G0Mr1u0JEPBDVArWO9itp1eiSYoU/9Y4b0H3Qu8eo09rzZLnbW8cqpIRNFu/jabxhEMPqTSz9KdArYPDnjJHPQgErilw1GyqHM8chBb0jfL59YX9trNuu5KsVJbLEyEI8zzxY/4LLR/E6YJk9YjlNviHP/6Z5TrpDceg9qKR/MFzNM2TbDienxdKPXCiEYyqXPfk2ojThftWWDizWgYuadCs89ESsSP5UBmZDPDRxjfxDDrbdtC7ASlt4P2ExI6bEuWovH99Q9gZ/onodT/yXtT6UirzlOimczxzS3TUwtqPGnGaOLaNPiA4pzkoXR0Q86Kc5lE6IS2stbDUynq/6SLhtJ04eu2nH7VRW+VbO7herwqxH43WbtqNEDzruj64wTE6rX0AeGfd9MkfOhSZ1NiTwjTBtik3eN4u5xtY09d+Rcp3HZ1H15G/VAV4vn298eXT96zHzny5cvv2rp+Lobx5P0Dg6fpM6dUkacPaayO3+2pgV+L56Yn92EgpALpn3m5vGlOYJt7e3jQ0rGqCwzxfqC3z9etXSi7I0Gyaz58/8/b2hjxpRs9xHKT0pHwnGBHfdQRoFsIrnLe2IOPkAX81c9vEqZf6eBSu6CHtSlxjpZr9o9U2uEEYgyiDyCB6mLzgaXjXmaQzR7hMnkglSGd2egtGCpOFH8UwcFJ5eb5Cr4yhKdm17KqzNDVG7dpHcWZ3OKe32OOh4hTt0ggIoVgCW5zUSDnNkWme8M6iDWIkl8qeGwPPfnT0Lg+83Q72DEeGPQv3rZOLp47IWmA9YM2w7fB2L2xZ2I5GLbohl6IVbtueNVQJobQCogG82EMM6Wdfqu5l3pn0qptoXrncbjfC9EhxdoSYGHhDQYVhFNRkcLo4h5OAWOXyCanr7aW75Zymx66mhaqe0ToxTkqwl/q4AYF/cvOdN+Ew+uEER07a49z3QvjIGn2MpLURBPzolmGkaL2We+qo7Lz+mgzo5UONI49vmGXD9PHYGw8LdGpde9yz6WBLKba7rZRjI+eNZVmoNkq+vb09bsllmVnmWTESHNO0EKdEH0X/jMU2nmOxThNOizqD12+wFzUPCmKjqL6RjRBkDCURxa5OGTwOquI5+rNKllShoC/Qx2jqhrbaehk46USUPwzSmWTgqQQZzH4Q6EzupC+6jq3SiXSCDKITljnhpMFQOVTZN0YtmieJZo34oBB+SPEhpdv3Tb8ALL3ZpoBuOgQRjWNMlgA9nI5yuEAdziAlT25w3wptePY8uG8NwsKe4Z47R3Hsx6C0wFE9pSXuWVj3QSdQmtDFUYs2HXVUqhZtsR/NRA+i/KvGR541zfJPBNDOn64VfRP6EKh9kKwqywWtTusGsuRSEOcfhLSqNrrtLt5WEfdQdwCkSUe+0094nKG3v3I6qMbyLNqsD03k2fdwHrhcsnGKzeiVj4zPX6tKHr5CrF0oRWo7ewMjrSgHKSLM08SeN0LUEKUTmZBTaD1PnEUzY2Dosk4Lw30ICE7h93n4zxwaJxo2tW2bIqyWpL3ele8TEeZ5pjWtss65PoKkLperBvwOXS1OE68bwzSdRjMI+v+DpSufpRpiTzPssCn8bXaRNqALgjPECvMhqyTKoaDoOdDKMM2iaReDDLwMonck4xKlFzW1oj0QmkrWSF6Bl+i03vrl6UIrGiJU9s2iDKziGRMpj24tNmDvA5wTpqiCWhWa6wNnTpF5mYnJkZLHeTQJ2Tu6KYI0GnBYWnUAiTT0cH573xl+oktiy533W6H0yNEC39bKz+8ba+7cj0ZtjlwHHfW/1T4Q67/YS9FM1H0FEVIMpnRpj6Q6CUJpFTGg7Mzzcd4/jK+lVFrXN2Au3XZDobWhMYfAth/I8PTaqeZQCDES/MeNpKU3qvekn30RH3H2v/zy02NvO7GCUxp38oIxTr+S1qlvbt93gj3o9v1gWRaOfVfBuNWlH8eBG515XtQraP+cGsuzRts5RwyJdVvtRhdN0b6vj6Qy77ylm5uIO6iqSXfRnXlaSJO+Sa7XK4AZg2dK0VRuTRpPtFpJMdp/K6YD1daj6/VCipprql/bZquMSgBLzXrTq+RHY7VrM6TPe6MQVCeqx8lrIlg0Qreft4XDoFJV9ovXMg7PIzOx1YqPdjvKIIg+7XXPROMvGHQZdGvjuUyRI6v5N5iRdwzHFLzubMkTfOX1u0+se+VYD5oI9/dvHLvuFtfnJ9KkkqSyHzw/RfreaV09epMXZh+oJeNFCAxS0sDdL59fiF7791qvxDnhQ+DYi0HyWhCZ5ontyOqwQEjeQRmUPuzz9+StUjqU5tizajm9VC7zxP12ED1451nfNqNYG9IH27qRwuB5+cRAs01iCCpta1UfnILF1evIeRqpRZyV6/CouQZ9etfSiCHhCeTaoGuDbnKeZZ759Okz3/7+nZgS+Tj49u0baZrUySCL7nGtk+uOQ3DTxDynh8NdxocQW8GZSGvWq9EtBRv9758+fSLn42Fhut9vutcVLagZQ9+TzunI9v7+ztPLJ1uVtFlYqZGuFqTr9LjFUkqMqt+zUqt2Y7Ri1dyiNxodHxzHobXcLjiiD4q0B2HflNZ4e7txuS5crxfu95uahIPncrnYAytR28G2HRq8NV+oZXAcme+++87yczIl77y+vPL583dkfQ0/qIMzFOeDZlCj4dmB5rxmaWB74UO1oaWAgD21hqd3PaSjq9t+2J/TqVaJxfEAdYyUFNHoh95NaaPGVo8Kv510gqDxDqK/5sfghy9fqF05xmx+sdYb18sF5z1P16vGADpRWw4NnNlN6MzLYpEL2qkeLJYeh/bWe0VJc6u4GLWm2m4t9VA6YlpUqV8GuETpGqC0l856FPbSKQ320ukSORr8+PVG7Y6tdG5bZi2N0hq5D7oEJccXs9NI58wjwHoTWxsP/muICbND1J0HzSux61GpHh+0zvtX2Svnx9SxTzmqcxxMSR86IagpNQT1uv16RAw+cBzbY+w8x8xf73GnoPrcBU9NaIyRfd8/Cj5NnXP+vke5i4i+H/gYh8foWkc3rOTVqcuhlKzIhOEVJ3Bz1pPN04T2Y6iipnfltxEFr4YJvE8/YkqRp6cLl4s62s/OTO8986yHD1O2TEnJ9pfnZ2rJrPf7Q7547IdWattO/fbtm0WC2N7nxBF80MIS5/AuGEkafrWIy4NQPbe+3rEf+kZsTW3zowutGec19N+HHdCzgUlVD5b3KO5BBHeTwOnu+KtwXLPUeNGIwOgcozWjHJL1rq20monesdgYME+J6zIRRAhOR9/WNDIPGY89Ub9OISXLCmHgve5OIgrvd+HhQO+IdjY4zc3RoNxO7aqq92mmu8iRNTy39kGpjXXPehBdZC2Down33GluohDBT3Qn4D1t6Cgq4j+KWSzV67COxnMCAZ0mTsDhyM2ojPo4hPNyVVLeyllqrXgX9PtvnJseIvdP9rvz565Xqh2ORuunhlPtU977h10JOf1y7kExqIg6EKL+GX3dsq0CnvbgAc8O+fgrh4dGPJwPi5M6E7DG387Zve6co1fNj/HBGRDn7AAPasv0antu74/vj4qpVXx+HJXexMy3jWPX0N3RdWKZkseh8sZB57I8MccLJQ96E72EhtPwLMuqabWzbTv7sVP3jNNFVNOs9HVUXik45b5kjMePcXLpRoWraFtsm7PDhKMNbz+cqj26pzR1BPTu9LB2R2/QGioDa0PfPGAJXqfESg+mPkX18/Pe4bymi4mhmb/97Q+68O+7+vXSxBQXUphUkWFP3BM51BfVcbrEQ/CkKeK8MM0R8WhZqahB2aekDxYcIU2IVxvQUTKz1VzlXJjSZAu2mkxbg9WKHUUEFwOld7ZSuR+VvXSmp1cyGsA0QmL4xF667phOA4eOYpVczaqN5dyxDTh7gBcfCKT+eiPGYABJebwBncXw1dq0t87UKPqjPG6h08emPRA8bk9sLDwRvnO3+7U65bDSzdNRc2pKlZYw0t079e7ZxzvrENyvDtppeTpvnhMgOj+2swMfQ2S0wTRr1AQiSoX5+Kg3a4aAhhBxwWl0oAhuQMm6/pyfS7DkgfvtRq2F2+1dH1BilWnWq5jzgRPh/f3dLoHDCjp1HD6zdJxTp32tmev1QoiB4J2CLk1DYMDSzsSKK0+g5fzGahqxeXXtiTyG0JugATGBXgsdIbhA6xWHEv36iUf6aLar6J9tdKSft2xgz6e6wFmUQMO5WU2pRnXoUxuiV2XKy8sn/vXyiW1r4CdgolShtYoX+O7zJ0Jv/DH/CXGdnLWTPYojBmddCd4afMBFjwueXqvGBbZGmhd7g+46zknEiTXZeofHEadINfFCKY06xkM3OIbG3XnvOWrl9fNn3r/e+ONPvyCo435Y196RM2/ryqfXF27bjfnyjPgAQwf20TphilDVJd+GPsD60LGrFSXABQ9VSziD86z3lZwbDrg8XZjGxJZ33DxBH/b0z+okaIqippRYt12Dt+w94JwjiMMldbeLiD3lFbSRoYd12w/W9c40TY8/u+8718vEd999xz/+4z9a+K8+Ms7bbgwITlHV9b4xeU8rVXsPvXGJljY9bOVQcFAP/75vRqvoe+CyLJTaOPYNJ8KUEvRuMfb6kHVBaMWmiQFlU4tT8JPtq6/kvCNJVS/bfWVd71wuV+63lWW+akJ36zY5VSP9dTW4ryufXp54e/tGzZnrNeCc04qtaCbY0as5HCx2wg7iiWCOoSOIDYOIRHr3DFR43LqnDv1xVKEMTyVQhmcvkJvTXxueowm1O2pDDandMVxkECyjVDU33Z7mTvzjFnaGSEbTWY7eFcJPaop1wVmTkYIsKSattHZBR1ijRtQYGkgxME9BJzmvIT61N3xS0AcTOyO6F4p3DHdGJAxC0NjGI++KqooGVsWgN26cEuKht0xK3m4hz+uXT9oiNRpdBlvOjyLSInDbd/yU6EDF0URDmfpQh3wXLebUjj9MhqVvQu+EcdY1g6ozxiA6T83aX77vmSklBVxyxvo/TThx8nDqHNBntKpJZHRCjExpIbqI9EHyUXvv9StiGPqqVp3NSkBVwpjihffbG9d5opdGFLjf3qBrZKNKt5R89z6QpsX+fgsHQ714YtmfLWvVXDFrVFWImlY7tWiGaq1F7VwCx5E136910jxxvT7pgxfHvq28r+/gBvNlxken8sYpkkum1m5URwfx7Ie2fh2HRRVGVWGt900BNWv7yvvxiM2oHfKRcWfHg3PKi0wWp+edPOiHU0t3Eivn00r7JBSK7wRq97QeVeHfPMUsObkHSg/UHjiqI1fH0Ty5OXIXqjkC6rCKLgnULjQRg9C9htEqRGuLr5j7WmVG3oWHa8CZsyOY5Oh2f9e9rXcFY9B9V0S4XBYNSq0F7RNxqrFzztK1HC56DSYequ8cDCQKw3VLTcZkcA5ohChED+IaMQ5SEoZTk6ePEIKwXCb2cjAvF5wb7MfBXgt7zdz3neEDLk06iop2Q3QRjtF0Jwzxn5R2dgy9Vmj6sUufY7yYVlF3bXX5e2c5N/YGiea5y7kQfyWQ1j54PdW1lgcIc5aX/LqYBU4r26+S1O3G9N5x5IOUIut612kDpRHOPJs+1ADsvLPcFf2SatFexPVu3kR48HWtFV0XGKRJ99Wn5yshqiwxTglvVWJnd/wpv2ytWcTjMGdFBk5ReLN98aPxdpouRuDnx1h5noeYov1/LZKZZ73ZjyNzv+vXK6ZZXaakgEzw2JNamJKz/nZO9eBjlxAwxYs3RZqjD6dm1OF1v7ObrY1I6XrAjhrIzSsE3/Tfj+I4qqP0SK5OD+gIFLsdG54yRA9vG7ThaN2qmBXuMzmbLtuC9hg4Ceaf05nembUkuUgQbQhyxgcF83EFp4G03qIeutV8lVKUzK6KkLXRmaag7gMHJR/qHUxwlBUf9RDOSwRpDKnaFU9nmjwpeBiauTlfEj46cBpy/G/+9b/h//R/+V+4vH4it877sbOVivORHgJ1iGbciMrO2hggzlLRPDjlEC15/aFaehDJmFLEDqZYvGRrDRmq/+3VxBNG7M+Xyz/x+Xnb94IPthNOGqvYOl00/qKJpbKd75GhNh7VX6plbNh+t++a3dLtAVJrJUT/IR3DP4hv3WVV0he8/tl9P9RqNqohvZ44Taip3KLvTVQSzRJUanmMtyLCMk2qnxVn/20YwW5V3NaLcU5KmMxySpF85McGfhL13uvHeXt/o4/Gp8+f9WHIeESHtK7759PzCyjdcToeTGWBpoE5SwQL3j+0n+ebsw9H61DrMNBFD2FpQq5CJZC7JzdP7p69eo4e2IqwVc/eI3vzlBHYemArUEgcTUfVQqSOoLejBOpQ1Unr6nAuxSLZhxDCYqhbsL3QM8VJn/bOEX0ySZUjxYVkb8TghGSI3WVakKF7Qe9qwBznqOnEdJWROhrTJRGiAlSjVVwQPn16JkTH5TIRkyNGYVkiyyXy/BQYIxOCNuaGCOI1RS7nFec6v/vt73j9/jf8X//v/zcken66v3PPOy7N+OUZv1wgJTpildV2IIc+GMTiDLP58cZQFBZDChUEwETQmF400kvl/f3GnHT/62aDegAiRhcoENM4q74GKAfowQcVO9fR6VVwEh8o6AnSqCk3sO8HKU0PCdeJsrZa1QxdTTVl8Se99UcXYLUsGM5DXW1yE5OsZTUQ16zWo21VxLKavFLHb2FeNEgpGEXjvft4IKO35DzPLPNFS1vWjXla9H2P9jAepTIvC7Wp//JUhB17Zls3zZF5ebGHjIoWXl5eHml0KSW+fdMcGReDIwZry3GD4M3NYLfgWRGsZYcfbmLQNteB3n5t6LjZRiLb2Hn0wNEiuQWOomqQreqv7S1w9MjRI1v1lO7ZhuNojtL1cObuqARNG+2iMrChiKpINPuQ7iUnKqi3nmpRnXi8iEYGoIfudDCfEHQtmkV5IoziTq1kN3DFE+YJF722A49GCI40BcR1UvJ0Ms5rPfU8OS7XhLhKDIPLJXBZHN5rf6IPgyGZSrG9IpBr4c8//on/+of/xr/+H/57wqRm4u681a6piWtErz/7s6YM03QqmOXEP0AzLRuxTggRtnWjVy1kCUEfQjph65u0W/Tfgz8zRLLWZk9xFd730R52nFKygh//f+PnOXr64DmbhGrTkfTIx0OhNMC0lZ1e6kM0cFJi562hU47KIJ1zJMvCabVr3o0FVHkfCSlyHFnLNA0hz3lXYKpX5ZtDIk2zIajqgVUaSTGAfdtMVGCO/6Ddhf7x8FYFVe8qyKitcdIkMUZyPthWdcRrr32x8bbQatXaMvs+B+8177O3j/HAOUwVo09F8R/WFWPmDJHxhsDZAZRAG506GrXrjtIpEHR5bgNkqEVEc086zZ7KUrV4RIxblOHIvRNdoI6hAA3Gq3QdIWqpDKIeO+PJLDrXiHx94Z6Xi87biJKl7s5hkfOCNq2mpCJZDedVls/Z+NCbRh84IrlVPj0vtFrACcM1oveIH4TQuTy/cF/vXJeozUd94HxDqsY5uDgjfSB+ECdN5n7bbvzn//Z3SAz85stfUekQHHsdPMWIXxbqOKgmGxRbyVvv6lWUE5xQWkb5U7OZjUoQoZhKJZh4wqEA1fWy4MXMpnKW0ejHPsGQkyA/jl0PsJy/pyL9jB4EgqO0RrBJSQKPSUT3tcYYUQ21NqMWy7pJ3plWWOdj1SXrCK9jKOSa8S4wnOghVJxFb2zj8DRWvjxq9RS0G3Ybd3OK6LTXu7YOc6aDFwtNRkdY8Y4YHaW3R1nR++1OShEXzT1kgJc4IU2BkqvFbxyP/BxnB9Ybpfb+vjJN/pE6Z0gepOQ+8vSHjVlDnQKuf2T866co6gTogzY8lUb3UY2tw1PQANrcNRFaO+eB3lXxYiFOtSmXOJqpNnAK8Q0hj0jv1jHe9dalOyqqwVJeUR8OIl5fMOugZ6gkyqEL9oKqb5KZJzFhuPrwNM+zt6phTGGy76qq7dNlYSsHc4q0ogfPByHOqpFUlCyZPDazLI51z9YVof0RrlTEdZZrZP2mO2NI4CcFeEpf6TnwdtyRGMFSsCVGhhOGkw/SvenXVrs+QRU78poCd/ZFOB2rWlF+UD2NBqoNjTlkQG8q41L0W2+w3ppFKSiHlXPGx0mpDO/UN0cz4CTaLamH7fT6/VNPn9eXdAzSlE4sDyeOGIOJATSJ2qWg/epj4JI6zXMuRCdcLlfWLdPaYFmuUKpNMHqbjsqjVKgZLwqnGkYe+x9ANbdEH2etWdboCIv1jyHgowFH60prjcvlSdHObVXk3Ce2dSPGpHI0i7dvtfH8/AQibNvONJ1BTpXr5aLJDXGhtUoQmqWcKdxUe6UL+kZMmptYh6UpE+jScYI6zEXV/J1gidpCaYEmqoXMvdHQXoHuEm2oQt11S1RzBuT0Si3yaKrRhdtR+qC0gZNIsV8bQ1OLTx4RUa6rm9QNEVPxqK85Os/L0wuja7x+ionLfFH8A8fzdeG+bRCcOQIOlXA5Rc+2fSPXAs6z7juTNe1ohJ8CNLNVe12uF466K5k7DryHOioiBefVxXGUlTA5JuDoB7f1nf/2pz/jnMacNzwheqoMUvBMl5mjas6JIs8mA0MIKaj5fIilGciDKmq1mWaz0Fyll0ErWduWHMxp4uztG6OzH0oOx6SewUtMTNPE0/MTy7KwrrsZaJsW8jR4fX1FRFi3DQgMQ0PPjysC23Z/pFqXUhW5dk473E2KqLKw8hAzpGgxmOjDcZ5mynHw/vZOTJpWVvLBaJ3ZT+ZkH2x555p0PN33nRACcwwfKiFgPzIpRh1/a2ZaFr29LPUu58I0Txy54Crsh4rhf/P9F7btYJknfvnpZ5wPPH15VnfEod2FIVha2jwrxbNtPD8/qbXJejbUfKydh14gOKfKF8QxWtc3c+ukqKhgrcXQLfnoHRgaqaDfPItDGJ3ahlIPosFGpUW6OArQu/4dHXUdOIbRGrpD1g7NBRs39HPpI1Kytg9VBnRhDL0xhilyRj+xWguWQvWmMs4RRh4StxQTuRSmEMgGMpRS8AijNVwM+gAwdNSJ05ugaJt9OTYgMnqCoMGvr5+eECrzHAhBO8+FRpr09gxDOdbQGiVrLs6cJtZ6sMSFSqbLgfhOSI7lmkxn6aFrLMWRGx7jJW0JUHjfq0Z0dNXcNg2PcoqY2fepnc9+RTKLhtWKKWa8c0TRh+AY/eGAOLWel3l5AAc60mmNdRB9s8U0Mboamx9az64P6WKqGuARGT+MVzjH2hNhVUnYwPUTnLG9TxzOQ4qJ2hu57ER/YV4WttuqaHA3OZoIo6t4X4BWMlglGwi1ZK1VK4choTre+qji7BCVT+5VtZtI43pd2PddV7Ex+Pb1G9fLzOvLC7VVjqJBx9u6klJkWfT3v71906ydqlEouvdpLdlJTyAQvNMXobXB0YoSnE3/0FGzWVu0MVXRb90BRQdvlVvZoWjiqd1TgUIg98YQbXftVIZzFhHR8TgQtQ3VIcjo1KrKl+BVzC3Ds5eKT4k2Tvt/N50dJOONTve+Ku3NGIx1uyM6sgnMMVFZFSG03oYzfUtLNbKiva0hSTu/Q9Ao+zgFkxxlWtPo+mnyCI0QHeIatWwEryGv10tk2xttWDVb7fg4KP3Q+EKpzJfItu8QGsF5nuPEftzxMRFjIt9XFQpY9ELvQ7OuRN0h3gJt9UXT5PIhp29NO+2918j95BK5FlopeIlWlaz9EgqfD/KRHx3n/3R8O61oSjy3VvFeR7VaLXfmKA9goTcNBBaEGBP7Xqxboj80oao1/RCTO+WRdA4zfKD3gRONjPBGhtVS6aLx714E6JSsdqEYx+O2CzHRSiYfug8Ga9HNOev64TVT5pDdhN3tQT+1lhX9d/6hCT6Owofg/BSEmBY1eHVeDBWJD+D69GQZpo3j2OzQ9UfEiJbAOPUD1mr1VTL06RaMK/MaSa/8hzMQxpkEzZuoOpiZNOou2D2dqKNoj+R6EvETpSdyT0pLtEgdE3uLlJFYi3KGez2R0EAZkaMrwV+6U89dc9ShBH1pqLjbYt311ZcHCipDwZjRBm44vdVwBO/wKN+ZQmSKySrEvHJmPigiaJh9q0V3Sq9wem3ZkFNVvdAr3kOMgg+DWnZqueO96ldShCmhmaZh0OtGTNDaRu8bwXeQbt0KB2lyjFbIx41tfcO5TvCDFJ26ONxphzL9rlpN9GbsnTOd7kSFR9cJhj6YUyS4QfReifShmSbBWomGfayTeNfRKnxQB1XdKSKDT8+fKFZvHWN83JrD8kn1R6X1ovxh/iDxz6Tr8+/oAi74hyj8PNynWaDb4jjPCzEmbeVtimYHE1R7O/S1Wh6oD49dcIyTWjm7KoLyiGD/PilS3OXRgvT09PwBbonH+8iXLz+gBTZ6GJPdms6pa+jsq9cs1PorLazpdW3C0q/c4cZotoDrC9dOW4iRG2dysaorlHjUP+1UgjZ0LOzDgUnR2ggPSqL2QKnRaIVAaZHSkpLwPZFboPSkhP0ISlmYSqYMx5BEbqJEfRWGT/r3SmQ/KrXqIRx9wFBTKpx6VQVzTr7pXARkYCWKg9E6rSo83FtVPWYfjKY5IPt26G5YMs+Xhesy6QjtjDcclSkFllk9bw47LMkppROAoUneMQzm6Hh6mrjOgRQHzy+LKmikgXSWS+LpGtnWn4l+4H0jRqWIxJ3GZeNonaLKp6VM1UsmElSXsZLrhpyen7dqLpXc9nIaZp2J3XUELLk+dJunA/5My3ZW2w3mKrG4dlD9p4gjHxpE25uuFKeY++QFQ9AatkeMoLnWAVPxwJmqEGMw0bT+tSeINtCSU3GalXN2mnzsod2mpkZrVfdiA0ROiuE0Fp9vj5TSI/RJ30k6Ll8uy69uORVDnKFMeuMGjpyN5gjc77fHw+UUZY8xiME/Praa3Y10995pL5p3eI8R8WZFMhmXzvGiBPzphJAIBGpFDagjUKujdpWj1RF0l2uBXPRmayRTwgRaT9Rm3GELVJIqZZrmqfh0YSsDJHHbC6UJbWjPwhiiCpCu6N+pE221WUR5s31I9Y9joDpGdEc8ozfyoVrRZtB1PjTwdd8OLX5EmFNk9EopB85kes55HV3GYL2vukuPjncwaDAqc9KYJ0ZBE820PyPEgZcKY+d3P3zhn//zv+L7L888P01st5/4/Jz47nUhSGOJnnB2bliinHeaDeOk4y1RwLsB0qjloJlkTIb6Ar1Xm5U2xirwFoMGYgXvTBoWzaV+cBw7Z+yeglPKi8Vg2tuhb3rXtbN9fV+1ObZo+efoGu0fzUt4v90eKGxvg2Mv5oDXJOmcGzFMxGkiylniqc784yjEEM24O5uwAq6XCzEkOzhnqYt+vQ5h30+5mLrtT3leMmH4mXuzbrqfLfPlQZbr6Kn4xvWqu5z3nq9fv+qUYKLzaitMsvo2LenUm/q+vnO5XLjfV5Zl5unpSRPcLUnuqA03zieo/Th1oCLYk89uQOQRYa+OYtXp9dr1NmyO1h0Q9IbqCq6U4lRiVh2tBWqL1Oqp1VOKV75QoqaIZVO7dE/tgVyd6UsdpQnOT7QGuY2H7+6MV1BD8EfcG4hd9SodgqGhPgBd230Viu/MUXeiXjMn0/n4GL3RS6YcB7Rm6qBgeZn6e3stWkedd8YoutzXgg+Qj02lWMEhVL3JqDi07yK6BmWHtuOoRDKX0Pj+ZdaAqgg/fPdMdEMj/X3X/sWeNdBKrJl4NDMqq/ggeIezRisdD6HjqK2Tppm9qPQqHxvewdN1wXu43b6RUkQYvL6+KIjSuhpZa6aUzJ6LpVvrfnqdkxWROgaNbVs1o1P0+4V17KnkTBHUebpQ9gIGwninVq/Wh1mwNFJ/Pw6eL1e2dTOaR0zQHigGJLU2HnzlNGmddxudkM44fWu1FbEcF8utQewgRV27HFyuV84QKh+sjKZrtfTb2xunfc+bWfubhTN5c7Gct93lcsGJGphfX15ISevPrteraV/VJvYwd53Q9RjniKIcSGfg7MoVEaILHF1HBOXcNIFMcMg4ETTl4sawLPzOAwEdQ7eTbjfXGIZeDY058F3suaP9geJFVR/dMUjqaeueWjQlS1nppgqY1k1SdP6jM7e4D1L+nHScD7pjiCKK0zwxhvYrjKGcInZ7KPXi8K5zXS6UXFhH5fsfXhHJmgWSJlWP9KbQ/2i0mh9jHWYWXaKn5YxnGOc6qD0zSPTc8L3wPDuiFNLsoAtPl8D3r0+8fX1nqIGS4ALBqWNFSWxFEAfdUGYxNFdNy9IVjGq1Us3t8OsqgnFOOE3HuNYa3RZrNcY6alX+NQb18mkxzIcB99xzLsvlkZ3S20ewV6sqHTt7Ic5/FBAZ5mm0B6ONf61WglM/4OVyoTdt8F0MREHAD9XBngg2qPOjmwcTwbSd8bGDXpaLoaH6vm6t4bxn21b92oLD+wvQrYNRR+VlWSh5xwXPvm+qsrJOzfPzVjVMthiKg08vL49e+WLKn9YaPnS9AYepU8T2vpNLOpfkc65GHLVqmct5gHqDVobJoDy9O63o6p7RHaMHRg8wIqMriNK71xuz6t6ohZs6xlYbMftwlALVbtNaAfEfgIt4WtMHgYp/baR8vN7DkEGDuxlGfeibtuUDjwZBadttRcYg+YDrevCi9wSnxPOUkiFXiRg0Z+b2fqc3DfqpRamRfdfx1TIidDQ2OiCI0FvlMkemIMwRomRmV7n4wuQy19h4mWAOjdl3vnuZmUPnu9eJp1lIrhD6zhwaF68hx8kPHUulK70wjOqxw//RbNs+DtyQk5t+KH5CDMzzBDRSivz8y89mndEHp3MBnDz2OYtUYN23x5v4TE0IweNdtN93jnsO7zs+wOjquMhHfiSmj6Fi75MtP/OKas0M+gNAcS7gnFZUM0wAjiLD1T4HMTAxBOWWa9Ee+TE6raq5O1rwVHzUbJ8G4ciyaM6niIJwToSnp5nWDqDjneM4Mk/PFxDNfvloboL7/W4ZoMpLnglwInq7O+eppRCGvWNLbZqX0rp9w+3oiTykT26ow9g5h2+i/Qk2iqmyXm/BPgpueEZr+mPYjeeU2xKvXeyKdBkEPQK1ZkorquMTRV5rGQRRmkOlR0GTwJqq493QqHaqxlg4BqNWaquKmnOioiZ7ap377YbQ6Gc8XKmIRKCBaH7mGXtxKvFzK1yjKmFiUkuUC87GX2jSzTKjeTb5OGg0cu90hFYaU4ym0LEnvTi8yEMFMqfINC347hAX2e6F3//uC63uPM0zP7eNtn+D3Gk146+BQMGjEQtuqEJnNEfP1UA15XJj8h8JYB1SUjoheLTTYBR6K7Sh/F2phbe3t0e3Qq2aEXO73dj3neM4+PHYuDw/IU3s5uTBIZ6qmBP8mtNEH9nEF033RNQ+dEb3nfmmepM2xggGsJzcIYgPJCcmmdN4Shzkkokx4Zyw3m9crhdGgzPMAnOHqCNf3fpjqDQNNPtIEN6/vZHmScOP54kpeZblyrGv3N5vlGprSIxMUYOMW++oxKRq38T7u3Ho2cAuzRH9/Pkz9/X9savmUnEKtYstzuMB9+rh47FwnuObup2to85IbhkCp0l2CG6oIFq6g+ENCndIc3D+2vD2c4Bx3pb633qD0QQhqNSsexuLjL1ErUlqPemqtDEVPcNCajlRT+OmhkYPeqNWtKk1IahHsJYDUeiUYET2eQjpWivtRN0V4FSNUwc1V0YXSm4MNGZj37JOBh1GH5SjKLyOqC2pFYI0Al3fTCPT842n2HlNcI2diYPvnxKfLo7ffrfg6x3fNj5fA3/9/QvPydG2ryxhkGjaHIWaP5Vt7fq6jPGrrB2VgmmfwtDDChZa7Oy2qY9YBY3w+5B0nbEX+67V0t5Ck2r96H84eb4zMuLMiDHEz4A8e6CHYc4EfRgM28v1lrAw4OAf9qna1PHgYyKmyEALWEb/4BejhSh740LP0GhxYvyy3qTzMjMY1F517UAlmbVVYggWMT+zLNNjj9yPrEog+UBHnXzEHVb7vnU7PMFE4/f1Tpqiif31c8mlMKVk/YC9PRKybM99QLofCSN2G9o4qn0R+s4W49ykK+8kpmjw4s3y5vHD4VGxtHQtNfFDf8UNz6iCDG3k6QVtme2CNCM9myavjeGMxEWVN6Xq09Ec3GfF9qm4gI8Ry0IXkTHYt/URzoQYStqUvB+9I73rzVs6vTaieIKPHNuBw9NKY3Tdi3Ju1KY5N/vRuN8KRxmUPNi2Sq96A8wx4YYeuiUmrnPA9crIK799vfK6eAI711C5usqXJ8/MwSwH7F+JfcUddxZX+e4a8ePQXg3XSE4Djj39o5vjFCScSpNR7Q3ejVZSnlNHNm+i6fxPXBEufux4Z/9Dtyf0VjTNTEGFj3dKexh0dfz0zlkKmoI0IsZlKkej6LG9FnJ+fGk4p/k/w/ZL5xylV/KeNQ4/OqNNVLwh42wH5uG+qE1rCcQO+pkvU0vRuuraVHXVlCb49PKJeVqQPji2jbxn8r5xvSxMU2SeJsZo5LwTo+cslTk5VCeDl+crs9Vog4oCpmkxVZDSKmdEouuWi1EsRGgYCXtuf87J4xsA+kQ/R7PgPL3qon/eFApf6K3n7Db0XezoOaJ4XHeEoY1BdKe/Z3gCniDKHY36AdKMNgzIOc3AGjnQWzMYuFmBhznBx6OsSxfws6RSUCV70Kdjb4XequbBOFXj0Cu0hgxopaiD2WkeiesK5pSjofuuJryVPMh75f390CbcCjkPy5T0pDBxmTQv5DLPOIToBlIqbb+T6Hy+Jl5nx3PQ2+/TIrwuwtw3Yn1nkYPXCb67emLbuITGUxQm35icpognD8kL0WL4H9SaaNyiC94i7PWBdFqNWlfgJs0TbTTbdTVp4LzVztKVGD9Id++1D0JEfaPa4VB0bPzV+Hnent57cjn73BWIidPMGNiNpnGI9P5APE810jDDsZjNSpHH+BAO6OXwYawdYzDNC/aMIR/lQ3gfA/nYcaIH9eQXe2+PnJm39zcGGqDrg2deFl6enxlAjOpp7OOjG+XIhwUMa1NwrZn7bVV+2gTuMZiRV5xFgBRcnJPGtnvhft/AO7pzDKfZI+I0gUwzQZ09Vc0v1hRCpg3cELXZdJDW8V1F135AQEhiN+BwRALRBT2QBFzTPY3uoApznDQ2bzvwOAthFSsfUTRtNquHGLR+Ai+6Dho524rVcXVimrg+PdGBKU5MU6TVQooKtvRaCCK4pkAJrVJzIeAoe6blxr7u0EXzKJuCRLe3nfu9cN8apTj2PMhV6ZdBYgoLry+f+WjEEUYX7u8r337+SqTyt7//nu+viVA2Lr7xOjm+f074/M5zzHxKnR+eAgsbvm48TwFXC/vtK9cAs7UQSzkYLauiycjpUrJFAwreayZq6539ODSleQz6aOx5536/PUbO6/MTT8/L4/b7tcMhxogPwnq/qzumVpbLxdLlTM8rovpJEQv1PTTSvfUHIPH6+qo3p9OPP02JVsvjEnC/ytwZj1VB4+73Y9cVSVRZ4ZxyTGcg1DzNlHwYBaX4wJl+3mpW3tsr/eEMqu61sd7eeX//yjxNxBCY0sT1cuXrLz+x7RvzNBOiV1S4NOPOPdM0M02R55cXqzzv5vTQHsH39zd++ukn5nl65KJO04TbtsNKIjshRWo1ZHGIPQnjw9lcRuOMp3BoU+vZHa9fv0bNnwcwdCGKIwwh4kk4knNEESYXcA0iohktXQ+wE70RowRG7bTScU1v1lEHec9I11vxdG0PsMyW9kD2tJbZDKT+TC7TPnEJ6jfzTqz3bdg+o6NIEB1TA6K5iWNAG0QXybnSm+fYK3lrtBboPVAOeH/bacVTimPdGr1HnJu0fhoND6q50XIhbzthdL48LVwDxJF5nR1T3/nuEnhJA5/fmfvKhZ15bFxd5Tk2fL+T5OCaYPGNQCVIIwZ7DUTR3jMKQhFGdZHryN1MLDAQ1xnUx00Z40RKyeLWq+6SNv6dobqjm1rKn7GATgNobU3pY3DkrGIEIFkvIJyufMuqcWc8pNqHfPD4GB5obesDHwKDwfL8hEua8Rmi4zg2vf2cWdJAgUR7QJ+0gTz+Zy3O4bRHdWrrOBzzdME7Z06XwTwlQrJLxw32YwOxB5oF82okp6YPjK50VvCqd71crqQUCTEQDQVtvfP0/MRxaHx9jFbp1gdao9U6Ry7K7yFW2tEf6hCHEH1UkKMO001qxDtN9yU9OA7fBwEIIkyiFtkA+AFxfBzKMERvRxzJ6U0YhlijksOLJhVjo5+3mSrnw0ZPDRBCUCPm0G5wkEeAUhvat9A4xcXR5GYKi580TPSCMxWLtK7fmNYpR2HyUSP0W8ejI7Ij0odnNK8H8gBIHBm8W3B+JvhFq6qJCBMyIsdW2NedUTrfvz7xaUlcPTwnvck+TY4v10jqG8+p48s7V1eY2XidB4tUYi9I3XmZA1EKUSpTGERRSgKLghR4FJ9475DgtA8dBTV8sJHNsmCdrRpnoeS2reTjeNx8501YSzGHhCpKyq9aac/D9SFfa5xi67MP8OMwlodWErDgXAxkUXlYSupyUUpF/YOPBGvbJ7EqvDPdXQ3mjcuyPHjF1rvlhTp93ZvehM7ruD5GN8Oxsx3Nsa7vbPc73gnLPGk8SS1qbWv9AR6t26rmbies65339zfOPvt1VYWUloWq0370YRNkx40ulqas4Ebrg6qnUJFFqxB2QWVXY5wx8UBvSnx3q44Si433GuybEMKAhCP0QQQijiSeOGDy3g6hs0MJIzcFbIaQfFTqozfTqKJjLsJx7HRLKutNX1QfgkVJaJzEKabuKBrWLAUbs1Z5i1scTV88rG/Biwqce6vU/dAbtzaii/ow6IEjD1oWUrrSe2TbBvkQQriS5k9cr1+YlhdeXr4gI1GKsO+d41441sLkhM9PT/z202cm6cReSaPw+WXhZfb4cue3L4nXNJjdTmobEzuXUInj4Lefr0QqSSpLGEx+0OtBio7eirmv9Xs3Bga3W3CvdELSTJzzoVJb/yfVz6OLvR+6HS5vXODHr53NQjln1m37OKQm09I/qB83pmQZPeGxV57hu8BjxzyLdBStdtQ2mKbIcewMGs5S6XD9EfSECKNqWvWeM9XS7EJUkMc5obfGPOltpDuoRlm0omUpIXheXz+xLBdy3rhvSiW44Lk+XfFBrVz39Y44nf7W/U5uBZyKsNftMGBJg6Y0GmN6aGdzzlyfrpaypt/fsFtpYZojpTamEDhqtV1FiRQnniPvGgJkATnKAiiP5URJcG/gzWRlIN2QRx8Ce83MIXKYrK22wRw82eZy39Uu1Myd7dCnRu1Fx7aWjbMr1FpIPrDe71yWK70PpkX716qNWpPXTnax6DvxnuA8h3Ncn6609cZ93fXJ1jX5O8WgwE8p+JQYrTNFz6iNOU54FxldFLXtmnL99eud3guMRIgXUpp4en4hl5VB5yhNW1jvK7e3G9t64zffLfzuy8LnixZbprAgLTNNV5bkufjG5fsXRmuEkRgyWH7/CWmF+3tDLgtv93cuE4SRGZKovXO9RNZVY/lv22FvBKc3nEUOrscGw8KObM86KYRqt5UCTOoxHAZCva13AK7Lhd6LCZP7o5DzFFWXWq2qTCMaY4xE5zmKHoDWtEY7ec/Xr78gojrNKS4Inhit9tkSyV5fXvjzn/9RbxhDbrf1jqqcdNrxTihNhdbrvuG8sO7Hw4Tdh9rUvr29sUwzXfThGy+Jt/uNNEW2VUN2+6jMaeI6TVyeLtRSuR2qjd22lefnV6Y4EVPidYr86Y8/ovSNamafn55Zt5W///s/8Pz8pK6Z4+D19YVlWfj29pXnpye+ffuq8S9iIabHUR79BU5MOeLVhrIfu6k7TJ1gnjS9/U1NIoYk9oHrVqIijgi43kgieCCKkBCS+xhD/YAoXm9GHNEFvN1MfqiYuuaieSZDgZ7DKoBb12h1zffQN9VZ39VQ0r+Njg/6kBBDdTUmXGwErRYvNTRw1mvqs/SBH47JBS5pwQ/HqIPWBO8S+6beum1t9ObpPVJrYN8H6w6tRfaj0aujNc+3b3cCns8vn5i8OvOT80zB40fj9TLxm5cnnifPNcCXa+J19kzt4CUJ//Zf/J7t21+4TsJvXhcuUViiZbnKIDmnqeTGqYmoMB0RNYa2s5Cm4oLDBfe4EbyIkdPDhPnxsZ/pjWG9bkA2d/epTGnGb+37jnNqYPY+MYiPEXTfd8666s5gy+rAOBuVmqWHbdtmgU2qcGlm4dGPrRxu62b0HTo6+qgxF8eRLdMFC1Dyhr7qjar0iDrhW++UmnUVoT9iKZ14zUd1CrL0MawpN2llW/BU6//rrTPPEzGpQN27j4rty+VCCBYQNc+cAWAqPK/2tTWc9supkNk5bYA1tkyFyMOjX5PqDZX/sr5wB6P2x843uUBygeT0zauHUBRoGTqCzhZOGkW5Kj+Gjp+cFhuPF6fEtxHJKpzVvSI491B4nKNVrgUXNLxJTDFRu8X2GQeUS4HgSdOFy/WJQcVhtMNQcXaMUf+eqsCLCFxmjcKTIWpnCUk1rwU8kf1WECLNgodrj6wHlOIQEsE/se1wXxv5gKflSnKey3IlxcQyRaQ3LlNiToE5OHwvvF4nnufApyUyS2OJg0uAf/dv/pa//Pm/0Y+VdtxI0vG9cJkj9MI8RbyzivA+2A/lzLa90IY8DlOpldL0h1ac6ajXa2aaIsHr9yH6SV3fNGrNvN3eLcenU/NhGsuZabmo2XoIMS0Pr6jzkZJ3gtPUMhc94h3OJ3rlAfD4KHSa2Y8i1zTrDZsz86yxgFqB7qAOogvMSZFKGZ3rnHAyiF5R0OSc3daV0wDsRPNBR9d4DIaipqU2leFNCz5Eq15rnG1AvXWmObEsiRA9396+alhTqWYAV7mchhartY2h9rZkrorbXYGcGIJZo+zPKtfmTLSsB7E1HSWHiZG1jthRqs7zwbIQa1HOJvqgxO84W4xEoxFG1yLO0RUDbMNuQaUmPJC8Q3onet37PHqLDguVNQcjvTbc6JwGYqUWko0XQeMaQqBogYTWOitDQhcFV1qvBsgMKyRxqgdF6DXr5++EXiv12Aki3N/uGueHZ0kLZ9z5et/Ix6DWQc6dVj0pPLFuetCOo/HtbecvP71xv2d+/PEb0Qeen19IYSKlWR0cQ8ffZYpcpwRDw5zmKExO8BR++O5Ja7vd4Pl15ofvXvkvf/d/0PeVICA0ZGgHxhmapCigvo7rtlKblqiY4JfeO4dxWQxtewWYl+VBGQCWUO0ft9fjzx7ZNJkfLbNnS653Gq6rN6F2TdaqiiEv8dGWm6KmmX/U3KkD/0xRUzHzjiAqTxxa0x0sc8IhlCPbHqcJcTF480FqmO5s1qPzn2GcXKtNifAHBTLp3jqgVtUUaxekMC8LadJ6slobT09PjN5MsO1MYF0I/iwRGuz7ZpxpsH1W/+5am+26JnRoFit3lhq23qi92w3SNSsE/bnVSi0W393P+DsDO7r+ez12ohNttEUPYhgwBYeMhvSGH2oLcl1vvykE7TAoBWkNMVd3O5UW4XxTqdWlDx4AwRDtSEC0nkpHz0EdldIKuWa9tWUoBzYa16dnnl4/4ycdK3Cq2gkOnmLkEjyUAiWzTBNLSCrVa428HWy3lZI7623j9n5Qsvb+/f0//IWff77z7dtOq0pPMGb+7r/8gVY6Xz59x5yuxOnC6+fPSmjXwaeXV16fn2E0RtGvt9fKj3/5I8d2IybPPAWOfOfl6cL3Xz7z13/9e67XGfFqcdKnb31YyQSF/OdpVvExwrZv9obJwCBFFZV777nf7zoqbtujAzBNiRjjo+XoUYft9DYJkxLvc5rI24qTyuiZVndKXpl9RarK1m77gQuRd8snzceNEBzLcnmQ+urI0fdhNauTgkKW3eI825GtBUljREL0VBNRO68SyJiS6ldb11xXr3EUiCG2dhgE4aiZxuB+v7MfO6WWB595ucxcLpfHuH3SBzEm5uXyT9DfaV4ewoUYAy8vL+p+qNUcFoU21Dsplj4g4kyK1vRHLv0RH9da00Np6KPqKBXNUfGB2KFDG2ZPB3bT5h3pmurlODlC0TwTE8h6RFFT7+m5KH84lLrwQ/dIj9Cy9rjZp6zxhmPgo1Y9tV/tfXV0ujk62qkJHUN//SR3vcPFQJwmRaHiR/zGsa2MknGjI61R9oOWCw441p12VJKPpJCILrLeVvat8PXrnSCzCrol4PwERH788Z2ff7nTu8O5QJquXJ9e8WlWX5xNHT7qA6Tk8jD7rvcb27ZRatH+d7Qf/f39jctl5vnlmWWZtcYCRWz1telmH1Lx9Skf06gIHd3PbJWHuAF9AOes5SFnG20fVVFMuwHPZAEZ6vQudRB8QtzQUpfRoVWk64OWUUlnzmgb/0QB89GolIkhPNzp5w04xrCdTmMDe+ts68qUoqp4cuY6LxY74qi5KtpqKp1odWS16Ip1ms5FNHLCRw9W/NJHs+j9rIlxUyB4vZiURggWOxgfKqEBzPPE7aYV1N5phoyzZLdW+0NfCh8ob5ySUUP6vXe5FL1yTaXRunbandEOpah3qdXxQMp0PzyNukAfmiliNyG9WyCSjaEG7VuZGdI1FU2MX9LxpJmu78wSacYTKa+TS7Z4Ox0l2xial+mdFqlwakE71eRWtXcqjYZ2c+OgoqDE5elZQ6I6TCno/uCcvpF7Jx87QRw1Z5Wm9cFx39R1gVdVTPNs950ggWM9WOKFy3Sl186+H4g4fv7LN2oF7yecC4S0ENMF8ZHSBjHNgP8Yw+w1ONO0TmvYPEV+8+Uzzun3+suXzyyXxd7Mp3CQB8f22K3sZjn9esexPUbAc6TM+dCYPKMIzoqx6Lx53BTI0M4EvZFSOglzlYI5p+T/kM5wEGft1htuaIsTlpbmHUfWRO1T8ujC2baluENK8fF5nE78k/QGFY+neWb7FUf56x/eeVxwZpcywYWIBfLqD3FqO3Ln6OsDy3J5RGqcZTEniDTQ74kz50qrRaMMUySlidYb7+/v7LvmgC4X1X6W8tEO/OjdmGcFhVrDaWOtXoc+BgaiTz79Uq0bQDnBZqoQceNBgo7WzU6kvqnT+qHBVqpMOF0F3p6ew0pBBNSc6oReNZtljK4hQ6PTH+ZFS17GlmJUOdEsm/9x+IYdNlQ3eP6e3ro2AGG1xyI4H3h5/aQK+2780tAxIzh9ooUQ8aI6QiVqD+iDvB2aDl0rxWqx5mnh/n6nbJngErfbztvbnTEc1+WZECcIkaN3hvcGbgnio1ZV1Q4u0MWxHQdpvvD86TPp+qQa2A7RRz6/vHKdF6Y06Uh17hOiiKZOAwqjqf/sjEb/0Gae2k7QYN+z12/bNgXgzMeYYkJwYPtda5UQI5erdhWKV3/gyf25ecLHiYrWPNTe2dsACQxRMYQG3kaVOhpFJaIaUU3ns2gROxRigFy0FOmSK4JjmmdyKZzR+smc661Xpilphow/yzs/Wpa0mPTXjywNc3ZOFT05q/fQR4ezKcJsB+zHrokMubPv1QJ2dXdmfDhsYpyYFkU79eAqejpN04P3rLVRcsZNabLWljMLUyzBqirfZ3uVO78IFA1UvZ99CWdttXGCDm+d3jpiDSP2kbNzQmfqkz+cp5naCjLUyXy/37m/3zQQ12IHjuPgKAdHyRqJ5x1YUUlHc0nhQzk/AG0yEhqmjLe4PR8ifpp5evnMd999YbROydpHd7/dOXIjThfWvbIsV7XllEqKE/d1oza1+ry93zT1uzTaUYk+0krjH/7rH/jjP/6Z97c7aQpcL09clmcuz5/w04z4idt64NJC7o6jwS/vK0M8Eif8dOHrfedo6qH85XbnL3/5kZozl2XmN7/5wm++/0xMUS1azjO86mBDTCqVGqe2UvvqtAJgEEIykGVVQOKUlTnH9XJVu49zLPOiMH8fxDhZinUy4rvbRCGEKTJNSUOa8fSYaC5SvOdG5/CBGicTP3RKLZQBEiZu20aulff7qrI355imhWPPaF11VtlbL5SsLpToIzKEYy/ko4B4phgVZEofN4uIo9dObU37E50K0vUhpTfgfVtNCaTZQjmrW0FEjQMM4fXTJ0C5vJwbRz5UeYNSK/d1fZhxzziK23qnlMY8Tyym/tExvNIbbNumIE1KuGLAioh67HLWkpI0TYbYDCuf0Cv5DGg6RwK1JPXHXqiC6bNi2mTmgt5omOXpJH9N+TBOvaGd6FyKfmE564BjjmDn1QndRjeiX8eXpqgMQ0Qrupz+fN4I+rXZTjv6I+04LrPKn5wwWqVYlfC+Hxyl8X67s97uKku6Z3KuBJ9ILnJ7e6da02wQRb/ub+/c3m7a9iNWkYyO9s5r4cpRB+t2EKcLXSJ1OPbS9OfuOJpQJNBdoPnIPjw/vd1pBMoQ8ImKQ4JlovqAibCUdAYkeGKcHpayMSzePegD1ju9sY/d1EStkeLEvm3se2bbdouN0A6GZlphjSvR73eMSRUnCG/rSrpckGlirxU364FsIhACHaFKI8xKFYU0MbxOXOIDl+vlwfmpXSdZXMcp/nePW6aWhhOVQY7eOfYdOrTS2NdN817RmwgnZEt88yFSSntEMaoh2g5krwZUKfKvY6iqZbb90HTv2iycSqfDYWkR2kevg3hv+vn/el9+gEvtoyfee2fp2QXXalM8pelvChbbvR/ZlPD6xX8Q3AOwMhQ+6qqaybh0xh4Pd8IYmILBQnLt8LauTyds2RZxHCWz7RvF2m5yLby/v6s9Cd2LJDgO6+5rMnT8pOsN6DWxe4iowsZsSMPGGf3G68PB22KuLmqvTyPAiX6F9/vK2/udrz9/49j3B7IYfWQ/Du63FQEulyf9u7v64OY5cb1e9A2AgHPMy4LzKnQfaOlKwbMPuJfGXqG6mSyRvTvyCIzpyt4De3e8HZXiEkUiLUz8clsRSTx9+kRzji6BLp6GkEszxE9XhxATwaudRx+oHxYhGAQfCVagwlBq6X678+3rNwQhb5l8VA3kUq6K2gYuRIYIIU2U1hkhUhGGD9Q+SMusv8d7qoM8BkerhCnhUtRewJis+ESLU3Qc1JYi7bjQvY0xHnmhrSpgElxgvavdJ062yw04jvIIBQ7eW18kDy+gPnDPDhHVkUafQOD6dGUwtAXXQLtaC/NyIU2Jai6K81LSduGZ4yiUXNj2nS1rP/z729sH/+jOstFzl/QPNNVhMqQz51DVDebazVp+AaJQvx3EM6xhDPNoiXJjyiOK2YO6fYGAs2YjEft7+oMLUWBHb8Jc2kMB74Pm/e+lcN829uNQsGUMvZ17f3xM5z9uQUR0PEUeqnetIm6PGb+2qpKpkPBnQWM+kNFpVZUg27apGDlnUpxJIdGKRli8fX3jdnsn58Kx7+aSOPj+y5dHddaZU+JDJC0L0/VKE+05dGmm4WkSuR+NexWK08O3jcCtCtXP3Aq0cMEtrxwkvh2NrXve90Zzmr+au5CH6MfDP0jkM1bijALUN7B/PDhH59Ew1CyKsfXBum76gHWeMC/kIzM6mgfDR35eQ8A7Kh2JkS0XfRB4rzuuOPCqQCIECJ4RE8059lppIrgQ6UNdDHj3qCyTs2atA8NxVgwImMM+qp0nKC3gMK2pRWuOMbivK30ogquAngJzLpgj3xwycVJZWW31wZG22sm50pqO35eLtuJq/KX2FHrnLV5DEc6YIpfLos741pRzHUp3jK6gXLAJRNFf5Rid3ew6Wg41INaS8aI3hGJcypONoS08iFIC2MHTJ4IKt51FDpz0wKPO2BTkJ5LVGepit+SqIx/apZ40bsDHSBf9hpdWCZbANeyF7+hDQjspGn30R1edjqtaNCNmmHTB+iHM3pKL+uFUJa8WnD46eV8tXFRbhkourPe78aSd9XbXN7bzTElvuVyyzfW7dg/kwr5njlxI88xt23m7r2cYIRIn1g5rG9xLp4eZtQlvx+Dr1rhXR/EL6eUL2wi46ycOlziYuFUH05W9etYu5OE5GjS1N2hfoITHeIiNRvM0MVnHHUMDl8+p4EwQc+J4uj7pzVcsIMkiJ0HoQyM3htPvLeLJtdOcowj04JAYcNHRqZra5sCngJsTxMABVFROVnpDQ2hVvNy6vq/O8N9Wm7prnIIxo2mQcAr+8XBrpT/whGW5kkIC59i3g9Okr+/P8iDvG+qauN3eNNlBFJzYj8yQ0zXiH2aEfc/aM9/V0oZ6F9hNgD46pn115tSwry9naxNemGctw4kh0GrjOHZijLjWNWWqdX1BVPOmRRigsQG9DWsDPdXyPObbPjQLBaC0/qgZbief2HXx1pFT98vGMF4OSm+8324gSsrOlws+JpxTWNh7D6JP9vtuinuLLXA+6kjUO23AkYvdyJ6z6uyEsJ3zpBPhRGglsx072JO95IMUPKM3ju3GZfJ8/vxK7QMfItu6c3u78ac//Ymff/4JRMe92sdDilXa4Kevv/Dzt29sx85vf/gd0ekbrwW9Ufx8YSvC0eHHr+9IemLrjkwi+4kaFjZJ3KtnZ2IdiVv1/G9//xe+7vCXW+b/85/+nrUI8/N3ujMOR5yfyB2684hT5O5yffqA0U0BohVukVYH99tdbxjRkWxKM84Ffv/7v1YBea44l0hpwjsls511AK5HIbdGXGbq6EyXRYtQUL3wZQn8/rcvXC5eR/RpYRdPlcBWCnihjoaLiThflKSu2uOwbfpA0ADeQMtZXTemHb3fV5w4ppjoY/DTTz/z/u2uWk+nXs7Tqb7lw/yJRXdOEaYQEO94uj4rGtnU6J2zRi2GOKvwfgj3+8op10wpcblc6V0nKGep687QWS0+9aQ04UST4Vrp5Jw5jsq+7QiYsEHdKWEY5zY6lJyxVFQekCXmNDely3mFOaepaCLWSuRUkqNWJnWND+Nfeu8KjOB1X+udjh6iatwQ3usY0tUIGaaobTZT0kSzroSmGvbknDYBfXrKOMEdZ4dUl/SzvanWyhRUHDx7z25EvxOTsRkHOIXA+9vG5frKfT1YS+HrLz9x7I3qHG9vKxIm1nXDTxdutzem68LoWle23lZyPri+PpnYWQGA7oa12UaaF9ZjIx+dpTua0QytQvZCakIVTxBwVRh95pCZX6pwv+38eM/cq0fiVQ9vc7joGS4xXDdQpoPt58F7WrGu9XY6CJJyvnbbnCLq0eGXn3/hermy5/tHK1IHcQEJwlEOcKoXvpdKnCfuJVOl40Igj8zL6yuuvpNixyXAtLrq5wuMdvDydGW/q1ChG0ZQSybMVwPOFMxSfrhYOFYgZ6undoHLvDB7TT3olsA3uq4RJWcNgorB1iFN42tDM4vEOeY0mWgDlsvCap497xxjz4QUuJozo02d0lRhE5yHqAS92KRxHJmQorqIGHifaO14iNxjUKAxhID0s5TGPFk+OLvRdAb2EgjiEYbVMZv4BYdPE3XoCIA4smkzxetOVrvechiCdZZmDjss3ZDRYtHxzgeTkNnNqYSNGj7Fwk1Mw1lrxflAjLoHivArrV2zfodq4JDAsD6E0SmtIF44cuYyX/Qb5z2XeSF6b0+9rvkkNZPc4PU60w5NMd63lX3baDXTRyVOUfV/TdX5f/rTH2m9M18Wvv/he9I84SetWv7y5bcQAsN5aof1aJQh7N3xXmBrQW+8Grm3xLfD8VYCW0+sLRKefuDbLvz7P/yFW/fcKtQxUcdEcYG1wjEcpTsqIDGQqwVWDXTf9fr5ujGgNvKhb3B9v+g68eXzJ/Z15esvv/D29Zs+3LzuamfIkQsRcZbh4oTmHGttVD+oAjU4UhJCqsyLEDwQvD5oQ6e5zqdPz/y7/+5v+f3nZ+qxQphwaVFOsRTOJubeRBO9yyBNKloA4Tgyx77pDh4TAgSfdDfzjiPXB6XmnMWW9K7vObOmpWmhIwriuMh+ZN7e7iqYiIFzkDr3vOOoxDCzzFdeXl6Z0sR6vys4NAbgyUdlmq7sWyUmx6dPL6ToKVntTNAfSd1jCE5lNjpvq+zJPZCjxw5h4+joOiaUovP0kfNDZfGhNGhGNmBBT/oF1JMU10WS0j4AFxe8ErO1qm/dWxGnDJ3JT6NoH8r7mXb1FAEDhmxZP7pz0DXSbvTxiJXQAhe9PWvR+Dl9RmjTU+vq3ZtSYrTG5NXq03vh2y/faLUxxYBYi9R6f2OeNXPk7e0XdVcH4Xq9auOPBUaFGPH2ps29U9qgi6e7ma0Kv9wKb0fnbR/cuue9ed6r41Y8byWw9kSLz/y0Ne49kplYR+RehINI7p73o5GH0MVTuyAmnTp3qlNCpjegqVesVfjsZGcI333+wjzNOkqFiXzo6x2n2WgewcXIcN4QaKH7iJ8n5QKdo2lOPS4EpimyXJLuhT7gYmKeI3/7L/4Z//iH/4Z3leUykbumiZ/j82jjgVgOi0ippT0akGKID+rAec1ybVVBseDDQ7Wi1LV8AHTuoxattE6pHc1R1vzX5XKx97jmCKU0KQFvvPeRs/aG5IMjK4bQurY0KZnvud30UKYYKSXjpLNtd2Zz1Z+KmFoLIRcVnvYxmKIVBzIeujz94gcpRI6hqhXGoBxZOTiL2a4ts+UDcVYlJXpjtlop0h/cXTvHUYOAGzavW8tNH8pLRSORxWldmJdOGCrSzvnAxaDjk7cu9qHNMzLMFCpOiWnvHxD1MCRrGArrmmaevLx8pt9ulG1D6sF1CjxNE/tRSCNS1hXn1Ifog+gLEqHK4M9/+TN+mhgxkILjhy9/xVoPYgrc1jv/+m/+FS/fPasGUjTmsTa43zPz4ukyMV08t7xRuiBZD7kfg8V8jtF7eum8r4N79swy8S0LP/7pZ9zyzL694c2tIqK3eDe9po57w/ZhSw7vmiA2hsYGqspJ9bBTmvn86QvrurG931VdNCq5FYZ42tBueZHOcVScT4h4vYWOjA8TYY60NNG5IhR++5vAj3uhOsfkHf/jv/1n/Onv/yu+Zkqp/Pa7zxz/+BN0UYH8cFCq7mROG3CxrNlWNc4hzRPbvqvzfDsQr+sH4ii/EnTHpJOAdsdrvH2pKvIXby1O0RLfDQf59Pr8sA2p60N3T+cD+76z3u989/kTpVeS5ZIOUUnfwHO9XOmt8NNPP3HWlo0xWKw5Vw+fvs9dipp30g0sEUGj31BdYS62QO4HrdhNMsbDxjGk0ygPwlsDa6rO5FYY2U3N8qAsjBrwQREwtf3pbunlbNytdjspJB5DNCmVzvhatKgi5DP6vVss+RlEOwYM3CNNTbM/LXrBWm2c0RWX588gSifUUqBVksHGDuWRotfk8JQmes3c7u/aJnTsvLw+gwyOfSelyPVy4fOnVz59/sxyeVKYPCTG8AwXGC6aCsZxjECViSwTxV3II3Ews/bI3hPv2bG2yC171hL49MPf8NN75g8/feOWB1uFrXayRfWL11tEkWn15A1TMDnsoYoqeHob1NyoR2FbD/78p78o7SCREGYd083EXBpIiEobCYRlUmNvcuReITqGH+A91XtaiNToIcL3v/0EoRMnT+mFERwuJUZw3Nd3vnx+YQSh2n4/REUF+r7QLBuGJaFXtfV4a+8apzxxNHNA6AipUSQnyKQTWm39geBr6JLuyb0bvRADt/vK129fLTFOAZxWu7VC6WR1HJmUJtI06RQnYulznXmJ5Ho8uHCdIvsDxDyZAY3GF0f3g4AiZc32Bmc3j8Ky5wcQS6HWL6KjToNS+0fepP2F48xmQW85bKztdoCEM6vT+DLnKL1rHbaI8lO940UBGmHgxdPRsQ75SLo+xTa9NrrUB6nM+aAojR60U8KZrQUR06QqejvEEeLMXgdrvrPEBC5yFCjHQc2NOF8IQ1jXHQmRlIS3b9/4zV/9ji+fPzOC43d/88/Z6sHn779jfrlwuVzBaYR/7U3fyGXgwsSeV+auKKYezKjazdqZgqdaDKRY5ONWheX5N+SR+C9/+Aem6cr71zvdRaQ5ulQ6zriuzpCq33dUQaJaXrHvjSeGRPDJugA11VxzTzUdO8aE80GjHmpBgqqQnGgjsPOOl+9ecGnC1czsJ0rvzC8L1av3z3etv748R9zbG/NlZj128uikIFA8SOP10ys/3bIaAYAhai9qpmJsw9LNnKPlSkgKvCFDEdqRqfUslRV1L5i4PDhHHjpCtqp2JBfUnTDNswqvnTprbreV62Xm5fmJFCPHseJd0JVoKDLbe6W2QvKTgUIfJS/OO3IpHEcmmkSzVlVhnfVoIQSmeVZu8FR4OCcmXRrm87O4BhOQFQswFS+KsbWzS6I+0FHNXsSaaobdltpRV1ujo7aI8++rbVAoDBmIB7LWoXmUK9Jz61Sk3LRb4ajgxUCeqtF750wN2hchZpNaUkKa8lSjNnItTKJpVPSOGyomD+Jw08z3v/mB49tX2G+6y9ZOb+qH24/KHBQRlKAxF/k4DCoX7vcbfpqYUmR5WXh6upIui4rUe8cNfdo68XifkOC47zv3rZEmj/MLuQOib5jeBkEc0VvcfmnM1++ge/6Pv/sDk4v81e//OX/+y/9GkEhthSba/e4J6teLE+1o9KoVz0OsItxMKwxn6LdFGkZFGGOcSLNys2GaGA+3SaP0yuenZ64vr/Q4+Jt//S95X+8MHxius+VKuERc3/ASgI70hjsq8yxcXia2XvHLlXy/PW4CoVmWKzRRvtlHxyjddrmDju5bzSxXnUHySV01QB0Nb7RSDIEcst7epswKMZqUTSNRuioMVB6JjuEpJaY0E43i6EMVWQ71pNaWmdLE/XZnmXXSKjUTU2LbDi6Xmb/8+KPSHfNMb5WvP//C5emq4vR94/np6fGeDeu2Ppo/k4la06Sat9HsVuuD0gatZ9uDAm0M9vtORw9mrZXSlOEDdaIPd95KplrRhCe8c+TROMqBj5q2pj0KHbUVqtIzeocL+jmBpzmnqc9RxyAxYEafgp7WK3k/dJeJk3rEuo4tHmhFP8daO6E1XO9EwyQm5/DLld/99d/yj//1PyFtZ5TMGArCjDHY9p3bdnC4wAgBbXAdiDT2fWUOwj/84b/x+YfvWI87f738Dd5N+jUO3b80/iEgfXC5vHDfd97XzHRRd8M0JU2Oi2re6k2gNHzXEer9baP7xFE6y+WVPgKlwSiisf4eKCoJ665qL+EQjvumWTvR04olZA/LPbGeDZVOebp0Sh8ML1QGuUOYE+Ia//P/+X/iy+8+8/z5lSyd7hrz4ekiFBovLlBlUDegZ0pviMy8PunrluJMLYNab0o9iKO7Qa2HGpHxJovMLCnCUMvYKZhOSTWuLgS2df3Y/X0gJse67rxcLiq0bg0fzLhtmEar/THdqf8SBV3s8K3rxnA6xd3ud82M9Z4pJqUWUJDl+fmJNE18+/ozGJBVSyHnwNP1ahcZuJD0PLVqZD2KdRiQ6Lx3piLR0dJb/KDKfuShXXOu2Y3YqCWT8wZSGKPSWrESDX1DtqZtO60dlKx1TlqhDMM0o9IHl2kiiKavVZOC0RspRKL3DwtTkLPzXRUqyXn1FA6IzmsIMBp5KK3TS6MemV6KeRL1xtbQpWF/D3gUgq/HYalewnx94un1O2obZmdSPV+3G1x8ZLvv2pUuGr9Y9kM1rdtGcJ5lnrnMM3lfObadUbvGeJhWcVQY3eH8RAgzW27seTBGYl0b971ReuSonnUf3LfGcThuW+PbmlmPzvPr92y5UrqATNThGE4PYxP1SXZQJNkLBEc3d3TnrA3SW9HHRJpn4jTRZJB7I8yJo1fisij90wr/5r//l/z13/yO+WmijsJe9oeiSHnOSrdQ3TBN2h3RGqUp7xti4siZ+fJMroXqVZ5WgKM1pouS+scYVBEqMLwwgn49cZpsjHfspZCmpPtm6w8XTPxVeFStRfXD9t+cjbUhBjYTdTQTV2PjYYxqPl7XO8MMtN4p2n4c+vGcN9O0tQr/Ojd1mpKhz6evUgPOvFdarZqTaN9NCZPzjhaI663TWlFrkAyOY8WJPiFaqbS806oePrG/oJVKzQeja7S7WPTDI515ZMq+Ib3RW6a3TD5WBO1gcAx6yfSskerOOu6kq0FWe1MHIxdaLh//zXuS91pP1TUuInk1kU4+ajVR7dTjIHTw3UbT3hmt0kp+OPqdcxpFb807T0+vpOnKQD1sWs3sqblY/sx4FDAqNL09mnBHr8zTxL6ueLEHQm2POrVLWhC0XcmNQPAzrQqloEUuI+DdhX1v9O5xslCr53YvtOZZt4K4hPOJ0hzOzZTWwc204ZEQ1CMoTgXPZtnyKaowIjiaGZklxcfhrHSqGxAcfol0P5ieJvzkIMBv/up7/sW/+mdUyfjo6KK+0O1YkeDIrVAZHDVznP/eOkqZD4426M5RRdPXvHd08RRg+Eh3wuVp0R1fBvhgtIcBgr3jUwIfVNqmixy4jx6QVpsWraJujTPZ7TQD964AXLPf650j5/LwByoC342S00zQR1ZuU3JNY+V1N1Ydq2ai9j4snFeDf4PTTNLzxjt7NDrj0WHYesfFEKi5PAS7xZbH9X5XBGxo4I8TtQm1prHf23bTBljXwW5B54YqFkYBq3ZOTgGBR5Cv1wCkmg9q3ij7RjVTrhfwQ2+66CwhuwOlcn97px/a1SB9EHEWbz9IIoyj0faiqdat43pXaqM08raT1x0/wHUIEvAitKx+w94UVdOIhkaaJ5aXT7hpeTwdxXt7OFn7bBvmrNA9MufMaIqCyuh8/+WLRi06Txyi1pcOecvU3LR+bXg8kUu8ctwLf/7zL1A9622nbJ1RA6NrupqMiff3nZwHb+8b77cdRuCv/9m/4O22se6ZXLvqQIe5W1A1Unei+aheeTptgROKNDIDkofocfbz8EKVTvOCmwN+Ef76b36Hnx0uDiRAGQfbsTFkUEZVHs1pL0cbjb0c1KFOlCFC6Z3hA7lV9nLgQsBN0bSjkTawsCU1LA8nFAbN607YnWOvBQlOHySmRx3OPcT+znsT8Z/9TTzChr2cYJ3+HEJQcKWbk74PjnxYeYpwWRaSKaecIbMxRkbXKMIjZ003a4Pr5fJw1+/bbpYmrW04jv0Rk79tq3485+zwZ4KeatX8nY7n+7oSp8S6vjNW5WNKKfRRua/VckCFmisSvCKWRZ3hLR8IndyzNpuKw9EpedMQ1xjUL+h0ZNuPg7hMzGlWv1nw3LdVFQ1j8O3bL9zXTQNku5anKFcyaLkyJS3+COKgNmqu5N7wuPP5QxRBeuPYK1K65r7gSEMVMnOMaBjtIPbBIBCXV16+D7S//APpyKxvG/teOTxaZhNU9e6tH673zn1d+dOf/0L9fw/+7b/77ziOnef2wuX1mXxbSUtieFUABefZ1oMuHi8JT+OSHF9/fOPT0xMpTmord8Lontu68pc/f+U//ee/g9q5fbnzn//9P1C2Ay8B1xojBVSrrp0YPkV6Vf1m7Q2JnnzsDAdpTrQ8mJbEvq+4JaACKoebPb0VLvMTx9vP/Nv/4V/ww199ovWV+bJwyzcagvON2/oNN03UMOHnRMuZ1g5a0f73bjdZL92E8HC/vZFsD5svibquuDZobScFKEMdFzr6Q3cDiYoii4+MChKE4OPjvTaqoou5aGtSzVlr00ZnSgmP6C29F8IUNW6iN/VIBk85MilEhoNlmQkh8P7+hlq2ghrWvQpT3t/e+fTpVXGTNMHQ27GWwrIsPD0/8Xf/8T/y5cv3/PjjX1TA3gUh4J3u2+umubZhGCzK6NSSKbUQ08zt7Y0QHWXfNRawZI6yacJyV8vLEL2hvGiWhxeHo3FUjbvzTuh0XK9KIcggRse6H+z7Bq0ziTCHQBBH6fowiGZw3W83ynZAadShszfG6XQZGplQrVd+aASD7wM3dO875fC9azhwrYUwhvUUQsmH6lfxRAnMKVi4EYR0IQ3h+emZ46jIe6Y7jXkfFtkwnCpLerBORK8R5aUUfvzxJ5Y5cUkLvWoQ7qid6MyNcRSWOFH64OiOT9cXfvrpJ15fPvH5+UV9k0fXm2l4vn698/PP76y3g+d54dgqEj2/+fIDo0Fedw2c9WhPh3M00fKRRtf4B4eCNCnQoyCiqdskTxHd83yKjORww7PnyvW7Z/7m3/4Nud7ILSPNcz92JHi+3n8hRMdeD1xMKtGTAQ6Osmui3ujqSRQTW7cGEQiJ5BJjP+guMFxBPITZkw8M+VTnQu0nMnq6MHi8t4JXRc6ozWxsJ1+sh2PdV1rO0LFgZvUUuqg5QPQzAVzR4moxR967hyWu/ipGAuByvVCKOh1mK96McUICZmW7P3KNEA2Bwla5mMIj+MqJI9SaEe/UWjN41Ck5gbypM6APLVZUmF+dB5fJc5RKaVlrlkVoZSN42LbdclZMYTNNDCqBxjg28v1N9xK0RTSK1lx7MVSsw09//pF138Cd+kVHy52c1fIjXihlt84Kszl1bVL64LRAugI76rty+NEZVpulSWz68NhLpqydpzQp6e/Ah4k0LVyuhfHjN022wlvIUlAwY1hTKubwPwq3bzc+f864Pvjxj3/m8nw1JU6BCMl5tUvVzjXOhGtiK5m/+u53qjL6thOCY5pmWh4cR+Xt5zd+/NNPJDfx17//5zzPT2xr5je//T0//vEv3O8rT0ui9Y4kjeyoqzoAWism6xsM7xhRqB4dGWvFXRIkoVYYvlOkITFQ6sb/8j//jwzXeN/uxCXy8/pNfYCtkHsmBNXUVhoiEZzGYQxn7bNFD1gYUA5tTCqlcH16pWbdySR61lvm9elCSF7pKJcoXUG9bkDM43vtPfhA3u6E6Wwfag8eWuVellXTmqpdfCA4T6kauTGamrvFKLOz2TZ4sxNZJZ4MNZuPk/8UMf9oJgTLlxma+1J7424+0pQSb29vqiHdNUtmWWaO49CzZrLJMFql5Mqw9s5Bp7dDyetRSd7zvuoHDF5HtmkKus8FC/Ct9RHadGwHUqsmLF8WFezuq37RpVBaYX9/4+W779hKJTCYQ+A4BlMK/PnHH/n69Y0jZwVMvFhzrvJXo6v65ZzyndfOOESzNGUoB+S9RR8iaPVnJwSH1IoEJbYRfQq1Xuk0Rq0cotKs0dRNHeYnpqNxmZ/4tv5iTmlvcQbJZG4WyUhlOKBV3r+9I68v3OqN433Dx0hYZnovSEpEPxFcp+fOkiLzkihVM1Nv6zccKnIfXuhH4+cff8ajY/nnly+8vrzyx3/4IyktXC5XfmI8KrK6KA0UJk15Ht5RnUraSj1o6vBSi9nkyK0iISDRM4KjJ9GMp2nwm7/+jvf1K5mK+MjXt2+8vj6Ttw2XIs2Z4N47cCozPEt8fJo4asH7woiROurjAVqtolkE6rpp0kHPzMlzcztHz4gEqw8Y9BCsOFUPuIsB3yZdgSzGsI6GH51SlfMrRSNGphQ1bsQ5vMME+oGWVQ2VUlLNpiH/zf6e4AMSBvl9I9eDZflsh33w7dsbz88z25F5/fwJkUZMEQpMKXK/6VoUxTPMa3qailVLrfK1cCYoH/umAMto9KpRfF5gM8K9VNV+eufwA3KtHMeG9M6+r/Re1ONnxlvvPNvXFUKkCey2GI/RuHjhKQSkaPiqa0Br/If/799x3+8syxXXlB6laeZkr9CqktNjCNF5Sss6blYVR7ehovIxOvuq6OwUAmKcn4zKNU0sQSPoZaiwYPYRGYm67Vq9VTYL/1EnwNPLZ/7Vf7ew/u//gXq7IyFQq6B5mp3l+UITNMCqddb7Oy6oC+Dlh7+il45rmm/j55lSD6ZZI90PyaoP7I5rnKlHYX7+Qhf4448/Mj9d+H/9P/6f/OXHP/Ov/vZfsq0b//k//Ufut42X6zO+OW6//KxiAtwDNBhT4FgzOqh13BTU2dA8XRpZGmFJSG+MkZkXvdEvzzO/+/3v+OF3v2G6BLa80ZIwXZ/YcyakiVveqEBYZpo4TaZrlREcEh10wUWnapxSaS1b8edgXlQBUlvmdrvR98KTS7TgGNExi+fzCNy2YqhyonXPaAcSVZFy7BupKxp7lKzqnCC44Li/r48JqdXGZbmwrqu2Ftkt5kPkfl+JzlDsdadmvSWd96pgEX3PpxgR57gsF1qr3O7vRO/49OmV41g1GKtW8tC9/hS+O6cXwV6rrmhNOxo1PaIqd508YZ4Xcjl0jPRD97AO5aiEpMp/TMOphSlVOxdKZhwHTjphNNbjppxhjIhTR7B0aFmj4tWRjraLyiAM3f+mkFiPjT/96S+UdSOIEExdXtGDxaFzP7kQUrRReCBdaG3gmlIXvg+oQ7nG1iA33NB8ES37LIx9UH1mDomX6wXnKn50es2kOD2qqVutdNcs0xKWaeZf/su/5e1//d8JaeJeswIWDvbtYHm+KtJri/9226hPB61Wbl/f+OH774l4RtOHkJfBaJmXy4XcinJNuZF8YjsOhfbXnbwX8vuNlzDRtp2ybuo2yA03D77+/DPb+zf+6ve/pXeNp1fhglZxt97NGubAeYppNbsbEAKlVvzkSNfAP/8Xf8v3v/1CmgJ4IZcVku6KEgRa5mhZkxK8o6IkvtCpdPwIWiHgNKyo10oIOmF4r4qTvR7Mlwv50KDn7gr3vLOkQHWwH3em68Jf//DK9rbx89cDlxJrOx5djz0IBGE0nYAkeOWoRaxVSdeQM2KwN3W59KZKrzMbFNE1IM2T1dI5C0+qPF2FGBKtaeJ4PiqfPr+QYuQyL4po9oGIKjmMLNMsW9OYzsuF7e0btasm9PX1lZ9++tlE30JKEyFEh0ii5Ez0EVcHfUxKXlfV+znnNW3K6a0xSgMDXeqhxR20BlQVwHrtDB+t4YZQBwQ0U8bhcDHhysElRvZ15+dffuL+85tJzQojZ23ZHSo7Uyag41ojNCU5RTrSBT86tWmadh/CKFpPFsIZ2QdSHTK0TEW6cORC7oWaK9fZc4kJ7xdGP/C+Maoe6NFUeKCCBPjy+TP/7K//ip9vd0Q8t+1QrgrY9p3r05V5vpDrQXeOY8vk42CTO+7TdzgPvWcm72HfuT4/c9zuXK4Lo8K2Zbp0Juf5L3/4R57mC//+3/8HFucRFwlNmH2w/NbG5Dy///43/MdvvzD5QGn1AcPXriFV3RRJgnJ9BGeJcYPsKvEa+N33v+F//Hf/ihCEPAo7qoKqo+BCwtkIte0rt/UdnzzOYuF7G5ScSbP2dAwZ5o/ruDBUC1r1TZqmSOuVoxwI5nKZko3FDjdPlLeGawc/PE94GrejsO2FHlTTm5uCLcNrOet1mU3kPCyyJGvaOZ15WhjolJX3XcOgXYA+mFOkZhXyx+g1y6Vk8N7kgp5piry/7zAUXOlNBRX7cdB7Vc57qDG5tapCd5SK+/TplX3fCEFdO3jPuu9aTONER+FuLcwi2kSq5lk0TAeoSUdSjSfIiDRGG7S+M2qh9UJvhT4OgoMyOvSC5Z/h6YZYRf3Ze8SrqTZIBB+4H5m6ZQKD7XYjxIhzHSyOPKJ2lNEGvg3ERK0hRFXFN3VKD+cZdRCGgiG+dRJeb0WLyx9DG05VfdPZ1537t5XX6zOfXq548czxwpq1dJGu+lHvNIC29cZvf/heIwO/vrGXQrd4/DEG9/dNU7li4PsfflBLTCk0V5DemX1kXVfi4lVHu2YuKeGOSi2d2DS7xodEANb3d378wx+YxLG+35EQ8aNze/uF67Tw9f5nvrx+4ne/+UIt+QwwUKkTap4dpz0MzFvnLOsEfPR8/v6Zf/M//Eu6r9zKQR2V6AIEqD0TXTQwpbK3wh/+/CfSMjEtM/MYvP3ylddPL6RLAE5xvO7pghCi8sCtZIYE1X0mxyiDsmXdqdxgRMfRCnhP6Zk130nLxOfvhPbznfVAc246SBeGcwyvJL9Pml1Tm0rvunquNKe1Kx1z+/qNFAPJuivFByqq4IKPjsToNbqk5MJ2rFTLFFXyXci3gyPvXJZFb1szBozW2YpmrS7XhZSUzjsT5OM0cb/f6b1zvV6JwVHKQRAR5jl9pFqL3lTzZdGwnl5puRJTZc+ZljeO9c5oldoPWlW+B4HoZo0E78NaUSP4hkhgDGdvyI5LC1/f7/xv//F/pWaYn55JadLcSyt4rH2QxOPHoO4bwTmO7YCsvI70Sj2yjrp4XBArdXGEkNS9IJ5ju6u4WecAvKBgjZHu+1rwLvP16xtuDL58fmFZrlD/f2T9aZMl2Xqlhz179OGcmDIrs+qOQKMBsClSoqQ20xfJ9N8lE2USzSS1RHa3CAIXuLhDVeUYwznuvmd9eLd75KXS7FoBNURGxnHf+x3Welam1YyKgZiTrGq0YZ4m/vZvbnl/DXx+eubxZeHT4xNVi5s/5wY18/GnT/zt3/4NVlm8seSUieuGqhJG6owlXDfidWM+T4BieXnBescf//gj//DPv+PL0yPbsrDkIiDZrzLhm4xl0Jrbu1seP/7I27dvBDBrpCRX2rDGgDWK3CG0rTWUUVSraUUoZDc3A3/3d39NzC9sIRBjZJhHaits15UUN2pYcDcP1KaJtZHdyI+fH5lOCf/0xN/81a+5Xh85laGj9zr63chqyCJeIQWSruUs0zDx8vmlY0qgWjCDI+UgWlnj+PL4lWmcmMeRX/9wxnvDx89XOd+z6oZmUeDUkvHW9GcBvJfAzZ0EV3LGew/dUN5aY55mseE1yZnYIdFp20T+aLoBoE+U123rWX8D55sTL89PQGWaupvCaIweDiznzz9/ZJ5HsjHSVlmhb3sv/462hkGP6MEa2Rt10amgAxW1de0cslMrpRKXC9eXZ0q8UssVVROVSCGgtQBqdYXROgwaS4UkWdwlZmoqWDNwvS78wz/8k1gzjKHGAN2B7pAxvYVD1aJyxSkNqUi0mQKdRUB9diOkhEMRLgsk6elayuhUYAu0LTIYDTlKVmHXlYpogG5bstQCnz498eHjZ54vC007zODBym0txlCRMd3f3vCrX77n/fu3vLm/kfKmFFSV0iLFxNcvT3iteXz8SgqRcFmZ3IhuirhuUAphC1xfriKbu165/PyBf/5P/5H6dKF+fWQsBZ0iI9C2FR0Ls3HcjjOT8zycz6jcE6Vqlf1UEUtW00KOq6pRDdSO9sBbmpUB1LJeuK5Xni7PhBJ5ujzy+PzI9frCliJFwxoCsQSyqixBxMoxJ3JN3D+cgYyRTEvpiXpUmjJKROU1E+Iqt5HRlJLJOaCMQXtHKJFCIVaBPLlxILRG85pqKrVtvHk7MY4W5RRF7xxYK6GsfcdWkRdBdcP3ESza6pE7uK1XjDbEEHBGUYuQEfYYdGsszpoeVSCzj5QSinbgT8IWKLVyXVdeLhe0Ft3p6TRijDoCW5rqNOxOlAAx7VpryCkxn26wxhiZCFbdM/Y01okGc00brSS2sBKWJ66XF9JypTWx2WutxCneFEbJGFwbmfhYp8ibXN/UPoDVhg8fPvDTl0e2JWLHCauhxExzBV1FP0rKtJTQDYZhoJSEbTBZK4v/UlFN9IA1F2xTMlEFHHLykjNYjTciN5LcQnMMCUJPOBVxtpThqVSsVkKqzhVlDBKiIzFc1sl6I5dMrZnT6UQFhnFg/PSVn3/+QCxF+CC18fTlMw//y/+KP355ZHl54fbd+y7Hk2yGl5cX1uvGeXpLeH7i59//K9893PNmHMm+UpcBbTTJWpTxklxrPFZr7uYTzSi0gS0sGO9Rfa2i1U7k3lnkfVOiEC1oTqBh2RZyicS4EdIiSD0lgyxjxBI2UDFasjPcoHGTljzFFvn+h++pTRwF4l8U25Oy+huJlzwn3lnWmMhZPJ1+HtB66GBeukdPEda+slCwpiSJWlUYrncPZ8KnZ3TRQm93DmMFL5JKZbKOmgsNmWTmGCHnTkWQnZ7RhtJDf0oB3dcU1jiJK9c9ycp7QtwEVUhjmifCtspO0dpuzu2EeBkLSpiOlgPG9xyII2Sma5UlmbmTBnPCtpoEXBqF5SKWtIJCxNPL0xMvL4+syxNxXal5lcFEj3vS1mGVlnBI3aA0jJFgFecNhUFEqxgeX1746fNXKpqSMuMo36wxDlUrcdsYxkmcDl21oGqBkgnLildSm0uh2XmQWuHQ6FrxSjMPAzknwTkU6QOUU2xLEIc7XYhbZSCknOr+R9EUKierFsl3r4QYuLt/g61y6qtu9k0pQlDcnGbG+cR8mhkGx7/8/k9dIwtxW/n5j3/g3ZsHaoy0XGiuENfC7c0tyQ9Y66khQNiwMWJS4K+/fw9Gc3+e0LXyvGx8fn7m7cMDXz498ovvv+fuzT2fnh5pOZO3IPmGznUPm4zbc21U1W1bSh24kGaVnNol8Xh9QalIyIlpMPhhAAopb+AcZrQ4Z3oikeL+fqa0jfM081d/9UuIsupoLWO1GLhNazIVNZoasyQfDwNoCfUsufeKRia/zcizFGMW0TuNUAs3g5ek2lYI1ycGfyODrB7hZqymRVn/iG9nFz9LjoUdLGlbKT3izFktAvmeHtxUlZfAWGlPjMU6h/cSNEptDMaIDC5Jiyb9nOU0nSiPknI7DA6j4XK5SKlpDH4cuK4LrffkujfoYhaX77MbciXJtBQJY2mxMlr4+vFnHj//xMvjJ3GOq0otGW0V1EpI4tGzBrzL6NhIWhaNWYn3yirPy1L544ePFGVQVpMxhGvg5nQmrlHy0rQVWZoxtLSB6glJRYTOYdkwxuDciFVd29nFt7U2vLGgmoBec6KmRE2CtKitQeH4AeSeb15yxXnLNEomgjiwG84Z1m0TjaCT2/PrywWjlcCa2B0UVgTcOmD9yP3tLfM085tf/YrrcuW6rCJrixt5c+jBEcPG88sj5/nEy9NXcoicpxv+h//w/+Q3v/ol/6u//1umceLjl0/YaeS7hwdMyvz8+RO/ff8Dp5s77N9ZhvMtX64Xfl6vaCeWKGM0FBlKNWNQbQcoSylIE6F0bsJCqa1gZsvXyxPn88hwOjPdTmCg1MSgHeMwkMrG4/NntLYo0/jluxv+7V99L3vXvBJTEl3rtjAMIyiD0wZLE5UShrVl1rAwDBPrFgmxMHpxPnz58om39zekKjK2awpMfiTWwuPzhXlw3N/ccf36Bd2u/PqXd/zhD4/kVDHeEqLEk8cc8a2n43aPaNw2VJPPXmBOsh4xXRHTau/xGr1U7hTrdWH0Qt3O3S0RQwTkwN8Tw/Ysxz1/UR+lL3z58plxnjtSUaRskrchXFDvJRPSSqSSlKFQO6I889Mf/om0vqBV13yaHnhCoxz2Jd01dIqmCzsyDjtS1MDX55UQHbGKVT9HMZZOgyT4TMNApYqMrZQjItppg2lFTpMi2fKm94VaKQn01EZSf1qnqxlFbI315UX4K7UjAjrJGyVaVzqy0BklXJiUZSJoDGtYUdOI67FU1hjRTvb9US5ychuljt9XhYb3k3BjtEEPu6tDdIbbupKWK8FqvoaEcY7nLTB4x+wGynrh19+/42ZwONUYvObN3S3PlystFuZp4mQc43SmNsU8n1nSxtOXj7QcUdYzWEvcNk73d0KKbg1VjMjDrDBRaisoo3pnLgvh97/8Aa0z4+BoxI6EFPSkdo41Ri6XR7EODppWRckftlUOKK2wPaJ5XxUZrWndwKwbAr1V7XAH6B4WWanUVpjOI8Yp4jUzzSNbEhYr1rCVzHk88xJWbh/eEC4XWpX2R2mBLVX2aDkZUO3fR02FeZ6kaitiPaJJXmDK4aCCq+6M/7ZcHIYRpWR4k7tZPKXM+TwTo4ioa5e+0Suq1h0W4hYqx1R1D2nZE4Z3ZEtKCW1A19a/kNKi3vCG6+WR9fIVozLWNIyu0uPpJrdTbYAAdI1rKCdBjMoq/HhD0xO//8MTl82TtGWNRRKBlKEkgemgGmYwKA0pbZQSsVZRSpSpFAJaog9qbDe/aqVFJqTpy+zS/X1Zpnv9FDOqSdTZ8owx0GpmcJZcEikHlJHGPYSt21dEd9hqomXJ+9Y9Gy43jhTbEAJ0g6dSiorg8loVq5OSVRujdXhtOHnPaRywNIxuzN7iWmPQhhHF2VlupxGrm4zsc2bUhrZuzMZCzpytxzcYrYWa+fDzj8R1YXZiq/LWHZyd1lGIe0JPq92VpnqPgjwMwzj0j10dxOx12WildbE5lKZJRdG0BGxq4yR4tKNLas6EdZF2IOceeNNobceUCG7DOUMrAvzSWsvkUDWMVdzdnQSngQxTcm1gFG6aZGikLKFUUjfoKlOZT657DxPWe+hYwtbXMFprSi2EdQVaz6IXoJZ8W6LU8sYeQzjVD3eJrpZXorXulo/xeLHnaWYPLNJI5NkOW0pJDp5pGhnHqWtIW8+zkJfPfhOYKmS+0oNLqDIu36788fe/I8ariJYRpQMtoFQ7wiW00hgDqAK6LziNBIz84eevXFNjjfB0vUpfYAxKGTE5drp1yhGUMEHkGyy0mkk5dEZNwXqN0hXnZblKKwdwteYiyPIqt40GpmGSQQCNmiMlJcIWcMb0P4cMi+Qllu+h5kztnkRJwFEM3pC3jZKkL9Fa+J+fP3/h8eVC7NkK1o7EWFhD4OWyCOp8k3/mrBXEhDXyV6WxSjF6zdnL6uf+5hZrFA+3t3gFgzHYUrGlYnKElDgNI97KOPvy8sK2XPueTYY9OUYG1+VgCJ7jmLwpYfuojpMEWcoLsKge2RrXdWMNQYZPCLRWaXOYj1OUzL15OonPbYuCb6hFdJZyLVB7pqPRSJVRhYZgraQyWKe7q6WhVMN5+b7dKDiNZg3KiXm4AM2J0uUaFjCakAJvHs5oXbFGlCvW2uMlyAcMjCPWrtTSEZfyhhorUeu7y6GV0oXWUqIOg6AG93/f+4G7u1u8dwzjyLJcj7JSa9Nvu54YrYQL++2vPaJMHPfi2J/nCWMcujZxwRulUKXwx9//E09ffsR1xn7OkYacUK0mao7UmoSWrcBZOXFqsxR95j//y58IzaCcp9KY/ChgISCUiLK2R4iJLaQ2iRfLJcpJNowsIVBVFX1p7cx93bi5mTidJpQqMqXr8cW2I+skhks+fKVFFEsujM6hUqHlwuxlDUCT08tYR0hJcuQa6Kb7VAuwIrJSTU5roxVfPn3ix48fSU1RimU83dCMBW0lhbdWci3itFYGpQ3TdMY7EU3XkhnGkVYz8+zBiOb2/vaGQVviy5Xr41fO08jNNEEMtJIOmsDXzx9RRRwetUnRr1UF3Sg5YrXBaIVu0p+UKiVg7bBWkcLJjjZGmTLmVIgx9yDShMrlyIaU0FYJdam5SHBrqoQQQWnWRQTP0zCiSqZlwUOWknpJKoEE3opapZQEJIxuWI9QDaxkjMRSMYMTClvcqFrwGOLqR9AZ04SxjZvTSCoSaxdDwjjVMSG2k8cU8zhDbZTYWwdjey+naE2RcxKFjJYXyDvXwUlBEqaScD/HaZBUrSx/Lt/9hrlIjF4IhRCi+FkRCdww+P5ZSPXVB70yPDKGVmW9YVOJqJJJdeH/8X/7P/P86UemUa7qlBNV77l5Uu9b71EpY7WiKYca7vj08St/+PNHlL+QqierPY+tdU6o/OG8N6zr8lofN+QGQ364aGGv3N7dEmMSoJDqXFHVqJ376LxjCwt+cKzLzl9EejxrcW4UZV4rzOOIqZVLXJmnGW3lodwxcSiY5kHwFFrz/v17Hp+ehLzdT6uYEnbweCcnpzaWd+9+RS2J0iSVJ8QAaInaUgo3DGilCEuglcBzeJJlcc581h+5GWfOpxNfPn/h7nTi8csTRmtO80imMnhHyJGvyzNhyxSteN4i1Wr8MBBikZtcKXLKFHpZUzLD6LuMTtwRrXsXW4VCRRWFRnepoGZZXlDOME83lCxJsDezJleNNQNGi7jgcr0yDh7jLKO2MmW8XnsEmpRa6+UJa33PRUhHiduafl0DNHGV55z58PETD2/ecLleCesqL0nKYMSqlkplnCbWr58ZJ89gB3QsvH97w8slyF6WKuBmZ1BNck2895Qmk1itLNpqtkVkZblHnzstw7xcGiEkLi8X/DwdbJjz6SyyPuR7UNRvMjSlMtA9RUyp/nuWgni0G0eAUUUMCl3GprVmWVfO5xtsySumwPXyhe3lM8OoxXFQgjQzVRJHtXdCRkbhOqrhulZeLhc+fLqQmmF9Cthx5v7tDbWfgPsLaDvMVHdQKuyYdGloa62oYegA2EJKgXGYUEpQBc4Zasu9/+pIOfXKKpVxfgElEy6lBeZacsIY0zV8W09clR1MaQ3rBVRbi8jjQtzIOckougeQSE64ZB7WVoQi10W+jYb3DoUwKY3u2W/WYBQMzmOA6XySUjclFJpluRC3FWcdOW3oWpmGgS2eWJcr5bHg/cA1LISYGU5n/OCJPXZb7xkPfSrb9h1qa1htiLmnwaLBFME8NIkLa1mGFMprwhKkss8VqxzzaeSyvJDWhLFGBPWl4r1jsvXw1RkNNVdMU1glvJytCM7BDw5nNFuInSeBPEdGU1qR6DPg5XmRz4ieMNTj4kpvVWquwpFpUi7mXFCjIeeIs4Msz1tP7VJKgElV9wBMRwuFGAWxIjzbgvWmsz2r2Jv6WkArkc1N49hJ8bVzf/ZsiSRVQ6ewly52KCXh/Znc+7/WGqfTieW6oNQ+nNo9g/YYyLTWuF6v2G155uQG/vC7f8LbJnZ/JPFFq4Y3rZO0tGDItUO7gf/0n/4j/+M//pG//V//7zHjPYaMaeKNCiFiTSXFjXESRubgh2OCpLqDXmmJgxY53NBz4WRalKuMsbXVmNJzB2s7ThulBdyrjcIi4TEo0TjmEjDO4rzIiaoWYbIzjjWseDdgvPSQBill5bRSbOuK0TJ0MdZRt43BirK/2XZwSEtKKKRPrbXn19WC9SMxrKQQZECgwPsRRWNZrnJTNTEQ5xCpNJavV1pOTJPn69MX0atahxsG1tQVHiVj/AhRwjdNE1CR7g7wfdztrRMZoHPU2lN+jNAtWukDh27pGo1nXVZ0bYzjTEkZ7QZOw8yybZLXqAe25cJ1WXn73T3bdmV24p8LcZWFtzGsy8I8OYy1eGu6hlb3VYjwaQyKmAT+1WgM00hrELeN67LJGkk1nNXMxom2VWmM99IqxA3fWwtVKn5wpLXzaHM5tLC6Q5517we1dqQeeZBTgY67GJwn1W7yVYpxnPrLUUlJnsWcopiY96FbeU19dk4izJRugPTc4yiJy1rrXrL2IcwuB+zKmlIKMRV0K4WWE49ffoKa8VqmRcbK5EZriQwe/IjSA2uC3//pA7/7/Y9oN5EwhNwYxpm7uzv5ARgYvBVEQsniHu/j2COwsxRZlhqJ6y1FkBH7TsU6yVLYT/tGFQVBFX+b95bWJFCmNlG3iJlSyp5SU88ulFPfD8JwSTGyhRXJDdwTVGt/qWVErfppmlKk9WyElIR1U3PBe4u2IrPy1mKl0KeWzDyOx4Cn9aFEyRFalgltESqucwKejSmgrWTlVVVZw8rz8kLRjSWs4DXDzUQzSEluZMK3/2p9ggfibm9VKG6tZBEaILRrVSTbQmZmirIVcqyoDC0XRuM42ZFwXTHNiHUqVYS5VQiXhbgETsOZy9MLqlRmP0FplJQYnJObpWP3rOp7tdaO3amAmxM5Zy6XF4ZxRFvDmiPbFvoCe+xzAfGc7kgK2amJzCznQkqb9I0xEFOiVdVDZgu5JmIMXZQtcjDTn2ORPckwKpfEMHhKyn2ySye2ybNnjaw6dA8Bsn1YWKvszrWRTUDOWXrmJofNsixSYfXgIGNMNxn0mO1S+mTUYEc18w//6f/NqJHBBAblwM6OqirO3eGGM//wz38gVMOyBc6nW1J2pFZJDeabs1iJ1g3vDJfrI4OdRNqjpNl11rGHbkpMk/xg9rSYHSe+v6glF0qtbJ1SVVvlZp758fknTqcZ50eKWmkxkVNGGwnsyD3k5XqNjKM00NZZnp6facCbtw889/97Pk/UEGSa2Ce8YUtkVzDN45zpBCvTFTIWVOU0n8Wyoi3DYIkpUJPsJp2Tcsh7S1g3+eCNHDzDNNDWTSK2ezWA1j2RJ5CBJa3M84Sy8vpgNM+XFwY/EfJC7STngkSzpST8HasdyhiWGJg4HdyTwTpC2mTwZMA7CQgpMXMzvcWMHsjQKsvTghs0X3/6yP3DPdPgaKoxmwe+1MqnP3/EDYZ5HmRPFyLn6QStcnd7S8kRbVu/ZcUTShPieu1gYYCUu8IL5wAAZO1JREFUAhXLP//r71HGYKxHDyLvQhmUkuSi0YmXM1epGEotrFtg0pbJOZyG6h059ZeqVdkhK80WN6y1/eAcWF5ehFymNefzmW2LlK30lZr8WteV6TQzDAOVQgjCiqXVvsdsfZSCJCqXjLG9BerENAHuJiEM5op3sny/vb0Vf2K/Bed5gnVDl3Dl69c/kdrW7UIaMwxgPW645esK/9/f/ZElKlJzaDvKsjEJOXocHDkGShRLklC2xROmjXBNUsqUkuUPVmvXVuY+ylXHECXGSIwy2fKDlCchRjEw2oFlWxnGQcA7RmO0vCTTLPIz2COtekR1KeQiHP/9Fr0uV6y1nOaJHEOnJMugQFz/oj/VO3CpCkYBkMlsLkDFW4/30kvskV/WaGJ/oZVCeCYlQiu0Jnl1w+BJaek8kYS14uquyE3i3UAulbU7vemHz540vKv5tZXBgnOup8fKUECeQzlMjOoj9tbQTWHR1JgosaJy4+nTFy6PF3TVqKwF9X8NtJhRpXK2IyOWskRm4xmNJ10DJSRaFkByDgGnzZGDMPihm9EUth8W2nRcvPcYqyXQxVn84PDeo53Bjx7T4+LG09zzR1oH6UrM2DSOOCerAFRh8Lan4oqMrVYhqyut+upnwHb1kgQESSBQzllEl0pxWa5dPibPXK0SxpCTfF6lFJZl7cv2HtTQROk1jhPOWnk5SzmYL7ULFqx1IuAHHh+/0lqTxCojqWLDMKD/+Kd/QeuCd5amDHqY0cNIqobf/fEzv//pE0sWLSc9rLG1nVRdaCVhjcBs9hLTKHsMRiQjW8oTeUnkl+snw44J11qaY+e8yIX6Ny6Ii0KIsZcQqn8whm1baQjP0XnXyd57vnfBettHxWImtt246bw9HmbTM+NFQS/qG2mwReisteJ8PoNuTONAreKWt05TumXJaHW8dCmGrqxPR9mlaMSw0lpBq8a2BVqnU6veJ+16wWGejtJmDQGr5UEuOVER+Zz4+qRSsEbAs61PGKkiwWpF8iRaqmjET1lChgqDcbhmuZvusBjKliGDr4Z43bjxI75oXNXY0kjXldkOzG5AV4XTlsmOmCaqIHIlLItQxZKQz3Rf+IsZV/58W9iOxKFcEm6wWC8HWc6RlALOGpzRTOPU2xQjxl1tKG33rjrGaeTu5tzBzNIWlF0L2vuxnDJOG2HlWNMnspJy2/YBlhJ+TOuT+V2pUlpj3QSH2YBhnATFmYrwXbTcfDH25N4u2JfyuBy3XWvt6P+ulwvGGFKKx8RUPz9/YJx9B6SeyXXg45eNf/qXrzw9Q8xNWCtVdxShTKUqjZREceKNuIyNdhjlxE+nLK3uW3/dBy1Tl/lIQyvlSD5etH1ZWcqrLOigG3eEgHWu1+Ry8knum0wjc04SpSziqa5gUEzzzDCOx0MQ4nYsbkvN3QWiDkma6VhEEIK7d132lqMcPEpCZ7TqkcNGPmTnrCjtVcNbEfhau09jc99rxp66KgOkEAXf5/uuS2uJVM5dhe+sQ7U9aky+r9IyqQRQrUe+IVNY3SV0WvefgGD/90Rci8LkSloipmlm4/HKUUPBFEW6bqTnBULFa4vJjfCycD/foHIlXjfSsnH58kxaU5cMynjfG8mR17syp3FItbR1lP4S1laPoZEfPePgcFrLn5/aF/QwecvpNNG5u0zjQNgWaknkuCEBmGBUxet9IS9rotYg5oh1wiEVcbU4NEoVpVDtkjH57G0vm8VulKKYwY2WkE2jhf26bavseXuvHUL/PoZBKoAmvj+poF6lZxWpSqZ57isOz7JeZb319NK4XlaWLVPqC9N8JqaE1p41bozTLqHRxCr544O1hCoQJK1ktOqUYTrf8PnTZ0prTPMgqoj+coHlcrn0K33pdbQ7bjp54QrjOGGt7AutdT3pVEskdc7i3Ngy4zgeEzbdG2OQtNTPXz7j+zi56ykIMUigi1ZclwWtN+lPWxabUS9NYp+Ink8nQReMns9fPjOOgp2bppHlesWajjCgsawLOUs5/rJs5BRw9sQ1rzg7k1IQm1YVxf08n3BOYq3sAE1VYso473i6XhjHgaoN4ziyrCuZivUDuSTmaWRdFtzgxPcn1A1iLqxpY5wlX1016YmEWCfEOKpMdwes3HoFTsPAT3/4kY/rhtKK79+/4/r0hEqwjJaPXz7wwy++w3nDoC038w0//OId8zxwCRfiupBC5PnLE/PtzMvLMzcPD4KNjBVlLMuyoKxHq8Y4yh4wVk1VcrilWlHaCOAoiuJKmAz03JCVGiNWNQYDLQdQmocbzwdfWKOYyvUmkQpWwWg9tcig5PHrI8aIZtN6i3eeRKbqKr1gLeQqk8+2HxodsFS7fCyE7bXf7jeytZZ1XZnnmWUN0sJhhFWa5aVTut+qStZZ27YBFW1keq3/9OcPXFbFmhTD+Y7U6DnmovwehoHR+aN09M4c5WZrMs3ZG1u7ewlN6xPQ0kML1Tf4N5kOmQ5IzSm/6uK0IcZ47Af3W/LbHYo4EBQxiT5vD7+IMRy7oF1gW2phC4HrsvS+gW5akZLTdZI0x9/TWONE6ZCkzKw5cx4lZiysG0pJzlOtpSvrOw4Rsbz075iUEvM8y7/fx5R+kIQd2YdV3DDITswJ3HXv93KPgisdy4hGJHxa+sVvJVYg4Fdr5dZrVZwkztiDyaNqE8x/U6gspalDczPM3A8nwsuVf/vL3zLrgX/6h99xfVoITxeujxceznfUkMnLRt4ig/FcH1/QDd7ePTAPM5TGPI1oNOf5TA6ZlIQ68PT0IqlNjUPMPwwe3UtJKQNb/5ltMk3VWpCYg5VBTIo4oxm9Q9WENUK4uzt5fvH+AY2UmtAwdBxGayLC0IppnvDOy82XiwTIKHmxBu9IUSqbcRwlnhuZSZQse8mQ4hHyIo52QV+0WpnGqZe7qbdY6thz78/vNE1SuSnVeaL2QNTrqqBUTVUDMSeKrrJnsqK9LMgCHhS6QY6RWgLegnd9TWEM2slSUltFrZEQVpnsZblyWxP4KfQILu/FIdGzJiTBNPdlt5St33L0TUfFyYDHdLS4JJ4a69hCkNKu92+lFAEC96nTOAoyYRikxxR8XDfi5kRtMrHSWsoUrRUxSLqPNPDiOStJ5G9KyQfknDmWq0iej3jTesKvNiLiVsaA0mKs0BL40ZAS0lhLVY11XUF150iVKacyWvIIETVLzEEozFr13IN6/Iy0UgK/zcI41SjxvzVhpLYipajKlRrlr08fP/OLt9/xh3/8R/75f/pHPvzxJ16+PJPXQA2Z83ASyoH2zH4UPWvTjHaAUrmZz8zDSM3ybMQtyM+sNrRzOC8TU6GFibLJGov3RtY5uknUAY1p8pSW5OXQ+/QRjK54K64dyka4PFPCCnXjzd0JayU6T/59h9YO7xwvL8/yGRlxbjhvxRGitZTLzmGdkOHK3v5UEQqUKrenc0YGLR3SlEuUdUupvTKzrKsM6UonZ5eS2Xr/aK09tKDLusr3oBSTlRdS1yZxVjlnQhKLUb+A+hRIygNtDLkVQR7EAKVS+q5D9f8+xe61KwVt5c2XElQEszlnTvPMNM20VokxMY7DsROsRaZPcht+04f1fm3/2q1VQgh9dSHlaUyRdQvk2mVDWoES4a0fPLlkGfwoQSNO88AWAn4YjlvxEPRmmbwevWerx54oVdlz5e43DGEjxe1AD5iemzEOHfb6jUWmdPFBqQXrLCFutFZZ1msfTPRoL+sOY2fMubsyRIqnjcE6Ea6rLkWTgY+4z21X/bRWJdatSeDNYCwqF0xTUDKjtnz98InLl0cephMn5/nFw3ecx4mPP37g8eMTsxlwGCY7UGLGa8dkByHdhciHnz4StwC18fz4SIoZ58ce4tOopXH/5o2U3s6TsqyVQlxRSoYkrUpClryECmc0JQeoWagLFO7mAaNFOuadw2pFLZGyLtxMmtvRYbWA7J3VqFY6Fr8dFYmce33g1dVQxnSmaXfvayVpRw3BqAhdQPbLMcVjQOOcE5WMlUGiQqGtJAk3ROEipSZ9IZ9Z17VbnYa+VpPIPB036dGcVdimWF8EGRdTwk8TtcLj4yOliFwsZWhYKq5rBUUdUvpk6DSPTNNEKwpjfScRdxKacxjneHx8pjXN+Xwrt14vd533TPN8qAweHt4IZEhZas1oA+ebWZQiHX1YsiaGzMP9dwzjjPXSq9XOYvTDQMr5tZ7vpWyMUiLGdRWxdmss16u8SKUv+ilMpwmlKvM8UmtmmEbevb3H1iIK/SY3VY5RJqHIQEe+712XKIePHxTGQK2pHyBWxMO5cpqmbjqWabGk6hThSFTReBptRY8Yg9xqnfWJtrSquDmfcEZ1pGIih0SOkZYTLQmTxyBpweuy8qc/fGAazlwfX/jN+wf++pdv+T/8+/8t//6/+d+Qi+LPf/hTJ9Y5bs8PjP5ES40PP/1IiYHzOAn8dhxxXeit9YDSjiVsbL1voimeXi5kYDidseOIpN0mQgyUkhlHL5rTlkWorSqWhlOKHFacbujBc/PdL/nhV38FKXL9/AGTnvjhuwkVIqYWtnWR3lMVpnlCcPZyGNWcu665ktLafYCl+1ETDRi95zQ6Hu5umKdZUJFVJszGWHk3okzQFV122HEs1mqW6wsvLy+ArNVeXp7Ztg0/+H6gg1LijsmloVWf4u15Za3JPqnUfQFaj2lOq7ux0BxTnt30aoxoKo2RMfkwjuyuAunJWi87DfPphHUO6xzDOB/lGUp2d0feW8nHcMUYGfPuoJ1d0I2qWKeJaesyMY5bbD+F1mU5pqzWWrlhujZyLxuM2ZUyScTOIfbaPvevJ5l3zguyQKRnVTx0tXQXhhihyk5gM4bzee4rFnN49PZJ8EFR7r2t7Tsla13fFcmD+doXysK5yFxNZHm97M7S9R99htMSjea7i8Gg0LVCkuVzS5W4NR6/vEiWYVM8TCfe3kz89od3/PaX37O8vBCWjRQLFsNgHbZVZjcQLislxi7NMlg3SFIQ4kv07sTlskg5R+NXv/4VDw/3MqlUkFKvbpSI6GvJXF+eGJxQFhQVqyuDU1hdcQZGb5gGg9WVm/NEyxHyxt1kcVbCgMQJgiR3oTDOHBJFZbX04XIuHquJpvaDWYZkaMn+K7mrl7oZoFG7yQC888c7sCffrqtwQL2XfyaKmHLcxPvhX0ri67NkjWjZmbXjQc9dvOycPVYIshoQtcnu+N2bTTnZ3bE4TX2KuF/X+1+/9Uy1fiPuTupjXNvlYfvaYn85bL/q5b/PR0rNLmkbvMdac4gAdhPkXn+L39AeuxeJYbOEELslSR56752UiL0nlbSjhLUDKYmax2nDYGUo1brqQfUJ1/6z+TYxNcaeojNOpPT6s9lLk1rrAdMVraH8dRi8iNedSM9KB0HJz6afMlUQi1orQSeUnkiVswSbKlnI9PzvwwFhEarAumw8Pr/QiiIukdkPeOBhHvjh4Zb1+ZnlcsFqzfk8crIabzSDcXz6+JntGrg8Xdm2wGVZ+fr4xJ/+/Geuy8b1ujJMMzEWzuczMSaKOIKPHL9pHoUbVCMlR5mIJkl5sqoyGIXTldEonFUMXuOcZvCGYRR/p6mJ33z/gMmB1grOGJwH3SBsG9fl0nfBIhWsrXRIuHod/sQgiqnuK9x76doVMN45+dnldlxWcmhLGKdUh6kP3kT3LM92wzl76EJdn+jXWo++Ucccj0UhvL4stcg+TmuJ9K37mLY/9NporJdpY0pS4+aSX0WsOR29HOxyM3M0pPJBdF2jor8oXnrB7p7Ye6Japefbb9p9ySknkCSbjuOA0u1QqBujpCRYFhHnRrkRpWd9fYi1c9TeW0pT3QdGKYLWHdlvsHY49pR7f1p7fLW4vKe/eLl2IGsMEl+dU8J0fWSKQQTf/XuIUXrpeZ57yE0+Dhj5mYvBVGnZn3VjmSyJa8M7Jx+0UuJQ0MJBzTHRcpF4uZjRTUjMktor6EDDQNwcl8smDzSFySp+8fbMr95/z5ePnziNjkErUliP2PCcCjUVrpcFqubL5680pTjd3HJ3/yBWGzMyzTO6U7u3uIkcTSlON2fp4fc/BwlrJWfJ6MrgNN41NJlh0DgLVjVGJ23PPDqGwXB9/ozNK/fnURw4ZEFSaoFNWytOhtIKW9xY16tUWKoRUhCHjWmUfmimsEklWNtxw+1OGKX7LUbroa4iOfPWEUPGGSMG5RTJKXGaZ1lXGHFolP5MiErGygu/C5/lZsmc5pOgvHuYxrKu5AZKWYZhOG6JWjPOys3SWmOeZ0IIkq3dMtM4sywrMW6s6yp+qD5YUFpzPp+AilKGcTj1nkleztM8Hwv6/bQpJePswOAnxmE4amyRdqX+dWaA/jLI5G0XKuuOBKBUbqaZnEWIu6tzXsvpjheIiZILNzc3khasxMD79etX2UeWhGD9q4yxNcfLt590Ut5LyVFKPF6qXfNauuH4dDr1IZUIlbctSI86OEEIUrFGHS+oVjIgU0ac7zkVWum9aErUXHDG4q2VKWgVATj5Fd1hmhC/amx8+HLln/9w4Xd/+MrLdeP69IVZaf6P/7v/hr//1TvuXCVfhYr39esTIRaWJXK9LDw/P/PThw98/8tf44aZ+XTPx49fOlrCUJvmX//wJ1Ls7pH9sFMaN2imeWSeBtHteoO3itNgjpfw8vSJsF7QJXJzGsSDWQtKG757/wOTczx//DO3U2N0luW6YJpECwzTgDFNsPk0Tjcnuf2UaDpTkVvODV6yHrLk/JVU8OMs2lLfk3RF4SGyRi0bgnVZWNdVYMmTiMhD9/sNg+9mcane5vnEly9f+kUWOZ/PcjmM0yTTqG9Kxf0ED2EjhEAIsZsYM9KKqKM03FcL27YdY//99J/nsZdnpitBpLzayWT7AzuO4/HAKuhE7nqUcd8KtUMIr2gBIx5DcVLIn8E5h/ejlHZGyFbOydjYO+mt1t4bej/0jPDab0n5M0ovIy9tzqmXofJ1cte1lpyPEnn/s+w/w29VPXJY1S4wkBczdAr1rop3TnraEGJ3YLS+tokMTiK8ZJra2CO1d45NKYLtU8A8yuGpWhNPYSqHE9sqMZ96q8VF3xCYbxOgUFaKL08rnz8vUGUwdHcz8Te/ec+kCqNS3J9v0UpxPt3w3ds3DGbg7uaW77//BdoN5AI/f/yE8wPeeVozPF8WUIbalKxhck/EMuIWgcr5PDFNDu81N+eByRucqRidaTUwejjPDsqKI+EMnOaR+TRyOs94pyhlQ6uCM4pWM7o25lkgv/JMSK67dl2yphUxBEGSVFk7WG86OLgSwspyvfbJvpSeRmlKKgyjO1qWYRgwRpFiYum60t1v6NxwVJPWGMZx6O+YPrYHes/Q3rZAylkQ5Ukeyv3BNMbgvIdqji+4D2esNZxOp2O5vjMy9gV37UbKYRxJMQmh2IvTfByHg1+yDyOUkqt66FOjYfBs23aUd7tUzTnREM7zGa0tKYr3qhRZgssL3Es0LwMfbx2uW5q8F2XN6XQ6elChnlmmaezKmFe6VSlSw/vBY4yo7GsOuH4I7d+bvFivve5+k8v/HbtDuh5sHWtFfLDf3NY6JudRVRbWu3SrlMK2rQdT02hHLQrbmgiSaWzrisbIg4boQmvOqNooKTNYK8JsELOw8uSQMEi1c3kJfPx44Y9//sLj05WvXz8xWkVZV7bnJ0Y3MI4n1m0RPs31mbAl8eqtiVI0v/vHP+D9xNPLhSUE1hi5f3hDrRzYC601teRe1YgY3ncOz+BkyOJNpcbAeZYX0pKYbGOw9MGMwlnHd2/e0krgNHhUB3lpBc8vTyzbKn3xnhvfGs7J9DGVyPk0Y7SSZlrJWmI/YJee69A6zWEf2tnurJ8GJ7vOrmX2g2OaZpx1LNdLr9qSoCxKOZ6t1hpu8NBFLloIUpK3UHI5bj8ZBIzHsKDk3JOS9HGq7wzEaRpFQ7kPS44HLh0nd61FmP3r2utix7aGo8S0Wh9TzlLKocVTSh/Dld3iv98Qu2Z0/yUPvaJWjlIy95Nmz2Xb+7fUlTS7OwNEILAfRpKuJDfrNI24HuUlqh15wfeD5BXMI5PJfQhUq5z2+3Bm/5q2y+/MPn3uQ5/95jfWdOFvFoJ3/6BLlglqyRKWkuIm4oQq2tScUt9Z7tpQIRoYJebqWoX4ZRTQxPhac8RaoCRO05nnp41Pny78+cMXPn954ff/+kdR1NTC18+fsQpayqiWu11LETOsW+JPf/6Z880NMckifhxm5vEESpNy7vFgdJVPwmoZhKhW0KriTMOqglFFXkLbuLuZGExFk7CqMNrGoGEcxQ/aWuHmNPPm/oTT4IxGGYUdB9IWcd7LzypLL71/7koplFE0inBS+wL++eVJsiScCL6N0QILLplWWjcZyOGstSLFwLqsDH7o1iO5LXfjuIg17DHx3kUhhxpmWTfhtQwjwzhSKxRkj5WzCE+ttazbdkjEpmkmxcQ0OQk42dY+im9/MYgQgGnDe0MIgfP59M2w4vVmoLWemWakeXaOlGVSqTWvD2gfpIzj2Mf5vXTrN2StHIfH/u9orVlXSbOJKZFyxjmPblLqeu+Z5+mYZrpjmtmRA1lEAjElfJfkPT8/i2C7SEk8jvtapAjEZxz7rSYWIq0127b1/V4gl8Q0S47AsqwHsLW2ys1p4nKRxbzWmsGJULh29un5fKYU0c3W0kt47zo8qacDK3W0AbR9utq6HlQgUCUFcpQH1FbDZC1hXVhC5vHa+P2nxD/868J/9x9+z/OmCaUyjKDzxuw0jx++sq4bb9/9QE6K//yf/5FaKu/fv5f1lbJ8+vLIZQmEKOm6KPks4hakBG4dL6lbH0o1nFOMg2EcDN42TqNmGg1WJbypqBoYTOHkDPc3o0wztcSjEzdRQnnHze0tIUeen5+7YVv3g7YSY2AYRpld3JzkANXt2Pvqbqurva25LlfqvgbqC/R9rTR4zzSNx0UCcHNzI6iRkhmmiXUL3XWDSK+qZnBOCBBKKWLvyfYhyH577LeNDB3ESxVjZLleqfSXrd+E1hqs18dLNU0j3nu2LRylmZCjXkMztFL9D/Tqlt9vrf3rqK7GkVuvHsOK3eibc+inq7yQgn3byzYpebd1PW6v4xatHRy7bdSuvqm1diG66CqtUgzjQAyBsG2kXMhNvkfrFClsLMvlEJTvfeL+s9tPWq2VnIK9HN1v3l0htAd27Lfe/ism+f6psverpUqSqxWFfs6ZFNLhQlB9NaS0MCtb64zLKvI43e03AsGplJahZNCyN9NUVAs0VUkBLkvh81Pi9z8+cg2yAqp5pSShRY/jidoUf/zDn7i7u+fXv/413nku10X6v+cLN+cbdlRG7Z+f1rrbtySDklqIYRUxiAJvtez8nKKVDVUTk7ekbUHVBERSfMaqxDw6tu3C7A2KjNaNWEVOWWtlnqdjvhBj+ItWZu/VoZBKQhuhn0sWoBzA1uiOtdCdjBbFZdMa59Opf27S11vrUCien59Z15XTfKLkyvl8S61IdF0/jK/XrfeA/fSNIeCd61Oa1MXG8jDlnHtqkpyqy7oC8PT01B+VxrZtLNcr0t/q46oevMf74XjBrterCKf7D8F7J3KwviTXSh2lqDyo8jLufZLsD1+BpynlQ/L2LXODTn+Wm6V1Ybi89EdP5/0hn9vr89hNut/u82LqgCIlzbbSAipa15WcM/M8Hy/gfoAdB40x/SEwXVvojgdiVxflLP3B3d0dW9gOhsh+IKWUu5pIHOGqc1aNfvVgllroryC1yDJcsx9qDRo9KEdOcKUgbhdazazLpeesV6yR0b/IEGGJladroamZl6cr2+VKyUmy/oaJy7KyrFd++9tfi1nWD1jteH65MA4zOVW2RQ5hq/vBEaVUbkVKSFplGizeqq77bJS0EsMF4oohU0vEmMbgFaOV21GVDWri7v6GEK9Y3fquV6LDUxf6hxiPn+VRnRlz/BxTDofhNoSNhvRvIJcPpeM5W8+UQNwrMgRMhxjF2leiwzTNB+Oo/v9dKPK5T5MQ1QF1IPiUUtQMRntafb0x5KTOx9J5739kqbjKFLEvH0sRGK7qNy5dVSA7sHhMG1+F1XKaey+iANj3cvtCv2fOdQScPJS9XzJKBNGm793ixtaz3HKJvfaX9cNeIu8/pP3X3gPvUB5RuohebzdUDsMo3jyl+gcnvfHd3V3v7+xxeO2j5/1ry9j6ddWx35Dj8NrbKiUpPbu4QXcv2rIueOcYvO8/l1eSgO8ChBwl7ffoiVvDOpkA0zgmpvRbV6C+CNKhiqlUG4UfHbov8p1O1LywbCvPa+F/+t2fyUH0nS8vL7z75fecbx74859+4te/+TU35xNpiyzXRQYz2qGq5svnL+Jn7FXGqzJEfPOtVpzRwo7tt5FSUo7O3mBUoWVho/oema6JWF3I6Qpql641mfD2wM1Ych/ghaMVUep1XiDPQTlKdW2kF88lHysl65wc1n0vuO/uhD9b2LbAzn1xVjyD+5pJblqZh5i+BZCqSB+9/7Is6FrlLXdOcN+5VcZppDXF09MTxjisG2ii5eF8c8ft/XdsW8GOJ7F3ZEmC/fz5k+gcV7mOYyzk3FiWVfo1ZPrnvQeElH29vhDjimRxywNyd3fHYE1XeZjO4xBx7jh4VJ9Yqb6Vvl6vUlaUhLMaa8Qp0ATaLQp+K2iD0pUQymmqqt1M6bpeNHVReO4cl0yqCeXkQQ0xiNOgyT8HeHl5wlrZB+a8m4vFerXf+M/PL730cv2wqSzLih9mQJOS2LaeXq7y4SJiYlFriMVq3QLzfJI7rhUZwNDYNlGYaAySm5N61SAqJmPlpdZKhMetl5/z4KHB3c2JcbR4pwhhlTSiTtHecuDu9havR748Jf74JfB4Wbm9u0drx+dPP/G3/+aveHN7y4cff2a7rpKJaD0308Q4jbx5+I4QMmFJpC1TQsIqQwoJVaTMpxZqCqginj+r2xEa64xiGi3DoJlmQ2uB5+cvfPzxj9Sw0VTBD55BG1qJbOFKJUGBwZ8ppXB7e0POget1o2Tpn1OWWO2cpbfPIWPswDifOZ1vaUCqPbCoFuZJJqalxH6Dul7inimlsiyBx6cX3OCJsXC5blTEQC7tUj0OHK0l8DOGVXpAUSTofqO82mu8l+nmvrOSk0MkX8aaY2S7rksfWrye9Kn3UvvV/+1eb9/77do4UcC4b0oD1U8yjjJzr933Or4U0XGmJCVgjOmYiPq+99nXEfuJl3opIi6Fvcysx35xZ5jmb4htr8OkyjQIclx3R/zNzc2hbo9RJHyp/6z2015rTdi2Hl1l2WVm++R0P1VFwCCqFimP3fEz238utIb3Y9eK2qNycH2/Wds31q9t/Qtbjd37XqN7VrtQvnZNIwrGyR8HmzIy+JlGz7pcSbmxbgFtBKD84x//xLu37zmdZqzWeG15fnphHiZZNyGZ7iUWVFXQwGmJBxOcSXvdT9aMUQ3VGi0XchKl0Pk8C+SqVQZnKEniA+7vbnj7cIeyiBgCOJ9GIdV5g+4ktOvlwtjbm12yuK/VlK7EFHsf7ompdJyjZ1kWSs7EXl4aIyIUozWC9ReFzc4f1cpRq8TsaS175nGYuptC/jf4QQZ8OUu7Z63krezTvv1B21+W0+nUByeh9zRy8gsaok88G8cIf3evtx5PvZdbrxjC1hvRcJSYuY97B++7cqBinT1Ksr1c27+O1qbvcuxR3u1fe8e87aWjTDdndjjUvqiXaaFAgnIq0NoxDNK9bMhZsAatQUkAGqUcIYrhUuheitPp3HvOeNT6u+Mi59iFu6r74PbelH7o9GGNFi9fjIlt29iRBSlKIGjO+eghSs3HWqNWsbZY2zPthoGUBeO+90C1NmKnxplO9XbWcHM691JeDp959ILW2Nk2FEmz1bB2p3xDIqZjyuSw8f3798zTQFg2Qsg8PT5xcz6jlWV2Iy+PF1SB7SoZI2mN3bAsk2UNwu1MEotAD1EtKWEaONdlhrVQS5K4aCcIyNwKfp5QzhNiBq0JNZFqoNTCODiUKqQSWQ/54euhLgfdq8kcxNaWiwwLl0UOSz/IZ+ScYQsb3XgkQ0NUx1KsovWdbmit8fj42GcC8pyklCXA1rhemnYluJKVmW6tiXTK6L4Ilofb98TV/YUxRhAJtdtc6DsYEOv9fuoD+GGglMg8z4cgep9+fStU3gcc1+V6fJ39ByQLZ3nYdmH4fkvuN+3+fQnJ2h87y/0hH8exW5bKsew31vZTvyPvUiFlSTfKuYd0IJS0/QFOIR7ENok8pluDOqW7//n3Jbt3tvNpupi91IMnCfT/X/7dlF/XMaWUg1G6T3bpWhYZuBjWsImipBZCd25IX1UPl/YODcpdZytkLin9axMNpLVWUAwpiglYK1IqHTRc+5Lcs15E3WF06z5DqYzGQcq2sAY+ffjA+XRmHiZqlOwEq3Rf/Atn1mvTjcIJamWwTqa7taCKuPUFIFV7Zt8unq5dHbUJqaw7a2qHJ5/v7ljTSlGN97/8AT94lGmMp0EE7dt2KJb2HbYYCKQKkVWSELBLKV2gb7HOC4ayV321CGhpr+pEYCG72ZrLq8+v94r7r71yFM2up1Xh/Gh1OIrE9CkP6av16HJ55nSaubm5OWKXTL/VWseBhz4xlMV8X3gfBtT2F86HfeHsvZR2CnPcHiLBkkX/XkrmLpoWWO++6FaALEFrlUV9zrsLWjO4kRQypUKIWXYvWrHEQNNWetxaSTs/EkVVsMZAg8OCBBLNlfexuZFE39N8Om61/c/jrOtTRxGbg/w8rO03Uv+ZfCsi2HWpO4jY9MNpnmfO5/OhmsmlHL1pyqVTt+ShlKVywjohwEn+uifVhnZetIxK9KIYCZzBKAHhho2KaBsLhS0GtPnmYdkPyCI+uNoksiysCWsGYih8/fKZDz/9iEIxWsc8iFu+ddUNVfVqSEpRZy2D8ahcmbWFkLC1YWpD1YJqVbg6bqDlIpRuLbFjugOVdlBv05rUGn6e2WJCDwN6sORaSK0SckMNFjdapvNZMkeApsQ4u7NIBcDbLXNK3O3zeeoyOoEqK6VoyFxkN1gb60m5UVrFOo8bh36xKLwbGQbZpyt6edok+g+lyUWeS2M9yjj0t9gGCZo/MY1TB+nKgzKPE6fTiW1bSEnqV0qRb1DvLt99+S6G0svlyocPH44PdRxHWWjHeDyAe4npetlZewbB7qAIWwDkphz81PssizEO0Gg74HuT26pi3TZCTocmNeeK95M4mENg22JPMhPRrLOulwpFehQr/54oSpAwy15uWGv58umLcGyK6Ceds3jv2FU/4kZXh9Vk/7PEmLDGMXfdrUJLSk83eiqluL+/P/pS3aeul5eLDAbZ026buP2V5ub2TkjSfkBbQ0hJ1i21u+Z7aar6lLkqiD3NJ8UkelglToxxkJtR7TCUVtFGc3s+935dPKJ+vAF7w/2bH7g93zEPMzlGHu7victK2gJ5DdwMM6N2lGVj0o53d/fcn26xKDyGvEVBZuQqZIVQiWuUeLycuFyed6Y3wzhRlcZPY0fsV4ZpZImJJQSa8yy1Mp5P/PW/+SXKKYozhFp4vF5o1lCMRnvPJQj82PiJ1GRfqJzjdHOHMpJH0YCYU98jth7Rp7DGdTarzB5ilJmH/kYI4pywQtc1YK1HseuNA8uysm0iupADVDYAOsREa3SMgIzjjTXC2rSOaZqO4UwphZKj7Kq6vq4UkXXtN1drr0OPfRizlzS1Vl5eXkhpH8l2Vc3+/yuFVlIy7hMjozXXy1VecugPuZQOorOr/fTyR30t0N/WSzNBCBjrjj5QHAvCkRFl/v4SSumrjUNYkMNhKq5dw+eGgZp7TqLWvVeUMjF0z9v1urDrQJXSTNMMfQrpvGPP8ctlv8nFc5ZTotX+AYcgfrN9fN4aWhlaUwfP1DlHaQ2lxdAcUu47rConvZYTN+XShRNaMhsGIROgNVU1QsmHyF0bjXGSmLxeL7KvA25vzoRcyBGWS2DwMpRoKVHWgKqVFgVgVbbA9nJlUo5JewiFfN2o18DsHHVLOGQ0n0Kipp7ZIJJMnJEVRq19HWUsBYVxnlzhGiIFDW5AeU/CsISItoZUAyuZ6eZMoBIbNKNJCvw0Y4aBRGFLGetHmnHEUkBrtiiTbpQipIT3A/M0oejDFGSYorqUb3ADWhsZdhUB8L9crhgrgzCpbMRml7MQ/+RAlXj1blB3KGVQVhaYxtgeYAHrtvb8bA+t4L3hfD4fi+K9rt62cEwod8qZ0o2UwjGpW5aVdV25v7/vg5zaD9uGUZpWKmOXB+3EMenx7PHy7+URoiDo0it5WErORx+294sxRlmWJ+ktBz9Aa5xOZ2KKjH7kdD5J1nzbw2AEf1GK7MfEfS/uAJokRVkrwS700nOflh7NfjcU5yQJRdM4UYtMv0AxjMLEcd52N3zm69evxwsbw6tiw4++Z9r1YEtk4BS2QKEd7BphxVixexmDHTzaifpfWY1xjqY4HjalBRTl/SA9okYOkNYOWLAfXddCSviJU4ZlCZRqyKFxGmfytlFDYNQGYmK2nuXpBVKmhEhZN1rMrC8vlBQhVQZj0LVRtkyLVSjbxlJzwxqPUkZscFnYsyINgKIMRSmWkEkNni5XYqu48x1RWbkdb0b0OFCU5nz7gBocSy0oP9C83IYZxWWLNGvEpdVL19Kq0Nv6NFr3wQxKRAzWDazryo7Z30JiWVbCJiS/XRHTGoIKUYaYEs+XC9pathAFy2Kl/wwhSaCM6yNurVRHsYnjXWu5jXaTodbSq+y94OstF9ntP8BxG74KjEtnneROBXZdfmW7U8EeDWvOmRgzMRaGcWJbN5SSl1xARqFzRPa1yOukdEcg7oOe48b75t8Ru4juy2l6Yy23RS2tK2NkaqUQ5UstRZKSShea50LrHOZjtdtXI7nv0VqTBazqJWjp/spahJq9r0yMsxIi8z+TR3kvp2spTcqwJu6OVDJ6z0evMhFuIFBfYwkpoYycylVOyCN7UcC/EhratBJYVasordFGHjiZZks1MTgnPkIghohqilbh44dHPv38mfVlgQy6QAmJyXmWpyfKulHXTQJchgmnFLo0ZusxtTH7gRYrFE3N4m3UTUmsWiioZlhD4nqVvWSojWocsUGoCtxAsQNbLjwuK1FZglIsOXK6vyEbRbZy62WjacZSraHroyhA1YqqFEUpQpafVQWUNbhhoClRIJUe4GOtrMOssYcdrPTnawub9Ou9ihSlVp/496pMKSNDnyaApxBlx6hzZx9u2yZrh74rk55MHL8xR6z1lCTlqjBhXtmg+8M0jqMg3r6ZCG4hME0zy/LCOIhOU1QFwnh5fHw8Bh+xJ9Pc3NwwTUNPdxXKSO43UkyVlCq1Q5fW9XXMDFLCeO9fgzCM7uuKyvl8Jndbz84A2bWaoxcS2dAX1DmljrEYjj3pLrYehrHnwovUIWdBsVujO5lbknXmSUJSwrr2Yc3rpPj+7h7bM8pLn4r63V3Re2Stbf8+NN5adP/wVXewpJLBGEKW3lY7g3FOgkkGR8wJ6x3G7Sk/ciOOp5lUClgZTqAUTUkYeWkiIC9NkppkwNYY/MC2bqSiWJbC8/PGy9dnbk+3UBReOZyy1C0z2oFffPeetw8P3J7OnKeZ79++ZTSOvEW2a2B0I1YPOG3RtdFSQRXNy/PK02UFbQkpU6qmYHi+bjxfVi4xsJVGxsIwc02F7Az25oHkLPPDDVVXcoNryTRvyUYTWgXnCbWghpmqDUVJRkXTBm0d02mW1qA2IbilIv2h0qQk0jHxmPrOB6XnnUjrHKJYs6wzxB6XYPtEtVHZYiSVgvUzKQmc14KcBPvNITusgDW+LzGrKNd7Qm1KiaLpvd5uvbHHjaeUIoQNNwyczhPXi+X5+bHDSW3XPcqAxRrDNSYa8qKkmNAlsW2i2HfWUapYmhSgmkZ4m7v2bvhLc68Sj5Vcp63zIDVbXBinm+OFa02a4y0L1SxHCak01h3ocWM0aYs0DcbKDeT8QO3j+V0MkErtawHp3wRDX3pvKOW0OspTQ6+gj51QrakLp6U3TVvsH24lbqsE3IyjpCI1obzVJvAq4wdKrb2/NORSZeKrdHckaFIr2H7DNw2qGcEvaCUx4a3f5V3ELdmB9D2X4BdrkixDaxQhF9xo0RUoUEPXwlrH189P5BR5+/Yd27KRt40WEtpDiYXpxjOMA9rBFlYmJ4v/kl5AwXWJoAyn0w3WgdMypd5yAzSxVEbjWZLcY600YaymSPGO7D2qOJR3NOtwZqKVQqrys4pbxI0Dpco+z4yCWzRe3oE1ZhwSOydMT1mspyyHYEzCfaWHjGrVWJdNWqgm64pSAyW2PnwTSLQxitpMNyLbTlDwxBywsAudW59glqOU3Lpdx3WktkIWozEpgfV2raYfPKUPJnJ9NfLOswRarGFjmibGPk3dBamShKT65G9X0exigNIbVjFyllI4zU4ofVVy3751k9fSDvlXzvkY/X9ri9rL1hiTLIKN9EI5J1QVRUXp3//pdJJdj9KHnhJyB+KKQz3nAt30CztZ2xy3Y93VQVYmZdbKwlt38BMggxWyBEwa+R4G57gsy7Gm2SedxkgWRkilv0Ay/NHWQq7CiTGW0jLXbcX0vj7XirKm78O6LckYcm09s8FQ6GQ1bVAdJgwa7QZqFeVmXAPaib9OjwODtSyXjZwb17gRYuZX/+Y3hFWkhWvYKNuK9uC8YnK3xNQw3lApzKPh6eURrSTJt7TMm/dvaB2sHLbAMAmHdB/U7fpcrRrGeOJ1odKYhltWDLEpQiso1Wi2gTIkLX1ksaIl1lryEmOt0C+PpkXAoawX3bOVpLBlW1CY7t4RvWqjSjmOSAj390UpJYzRWpingYrQ0GuVOHZ5TCrajKS8kXLFVugi496D9Z3fvrtrJZNpNC1IPm2c3Ip9HbDXxjkJ38UYCacopUh5mDL3N7eytkhZRNGpQMkYRDUu64XWxcUdQR+LpNV6zzjKQKV07F6pspz9lqqWUjgIZPvfG4YB02nXDXpWuawgBtsnnX2BX5JMU2mvPE9t5LYoRZJ0W6lYbXuSTjcat0aughuvbfcjyMqgViFnCRygdQRDR3lsQXpL03EdTaRYO59HIcRsP4xdUC7R4LUTtfc46lxlqKKtIRbJBKR/PrIHlPQkpTW5CcAXEZ4Qcp+a0oQvkwWBvy+bc84MbhKYlDKUkvDjKIdLTGxrEu9jKrSsuBlPvHz+QlHgJ0/bIs+XR/7+v/g7htnw8vxMrIFhHjjd3ZAuL8SXK35wNG1w80RpsC2BFAIxbTwYjzFwWcTBnrv4wFhPKpqopE/eto06TJQM482ZywalyBRZjwMUOexqbRKSiiJUoY0LlNnhR3FyNCuVSi6F56crp9PMiASuGLUjWxRKu440aceudufKoAxaCedI6dYZIPJclapY1o3TeULDngabDsdBzgXVClZLg1yL6A1LFqsRnYmpaqPG0sXOhmkaujbRY5RmuVzx0wzGkVvl85ePGKsJJZNblSa4A05rEZTAsiyEsHFdA6nK4l1SdoVSTG+KnTNAoRaw2jEOE8u20JRkuKG797FKXJRWshxXyjA63xe0huu6kmulIJFnrVt4Hh+fcMbirCFtQXrhTSZcTWlJK1JO9IJYaqpdqzlIeZYbTtkuHZNsRHGENMIW2LZVbmi1ZzuIm1pQZZq72zsRiqBkUKJkKh07jTxXubmerhca9JJTNKDGSvpuVaKIKbSDf5mC3OrKWqqxNOfZktx8pXSCYX/hrilRKYzD0A3TjrBcsVrx9SXz/LRyeVkYpzNvf/gNp/vvadnjK/zyzVt+cX/Pr95+R7xc+Pqnn4gvq9zUsRC+fiItmVY9161wd3vPPMyEtfHzh2d++vSMdhO5adkDjmeWVKl2JGnH8xZ52jauVdHcQGiaoDXFwQ+/eSfAK6UIFPCG6gzNSMRebpBUQ7seeeYtZhgoKK5xY90i1zVyvW7MHbdSOoalatHELuvGMMxiactCRb85n6TcN7aLuBvX9UptBWfl4sqlEGLATwPGebTYU3YWZ8fpZUl7Lbn8BRfFWEtKwnDUDXKSPd0unxLDrUjA9sGMNaI4t9YxT/NRnrpu9dglQK2XedboIw7Kat2xfsgiNHcgUi/fUhKS2x4hPI7jccPsfkFrrahLqur/bUdCtL+0JGmtiUFc/0MP3Cg1k7KsDkrKuL5bE+WEIUYBOCmU7OJav5W7/rP1nrn1UlNuvq3HcktGhdJyCAnaUQZK1nlxyutdd9iDLnWXvXWPZG30m7cKeqHUo7/DGNCi5qmtkqtEceEM2hmU3aenUjbtE1MplRq1SEbejkVUiMnXKtOtRYXWLHc3D7y5e8Pbu7cMbmLyA+8f3vL1w0/YkjCpkK9XWkiolNEVagzkECFDTo2cGyEULtfI5bKRiub+7ffMt2+JzbBlRWiKrcDzlnhaA9U4tqZJyrDUxiUmrilRjAKnON2f0A7s5MgakqoUcfsSVQOjSTWjrKEqRe7hraVXBWYXh1TZs9YqN1jqe/PWFJfrlet17aXoIM+l0l2zLJXFPrSsSMvSulb52NfWkrvDVxpvcoUsD2+psuyurUnAYxN9Ys3Ss2krZantvZhz9nCFf7seAOnXdlEydPWLfk2RUYqj/5R+UHWE3J5+umtDBZSjEAG1MYZ1XdnWld1hvjNk9uQm7z1Kt+5OkN52v+1Vqeim0E08c8pAilHyK3p/5EdPzLlHaMkOp1TRbe5m2dq/rz13jq4DjSEKozNFeYi15nK5HIJ13WVSYvrtwaTf9Ku7qF10pUJl3nk4tVWsd8ehMJ9OmN4SpB7/rYyUlbLnlGRhtESE7QOYqiDV+s1EVEs/iT7EDLoH9Dj1qu0Ew+XrC3XLqFQ4DyPnaWS7XKhrYMLgakXlzPcP32GLwhdNCYW8NbY1ELfCegksl8C2VpoeePvuB8bzHRhPLIbmJmK1XJOimBHlJy4xc42JpA1bg2QVS8msJRJL4O33D9hZU1XBThN4Q1RyG2K1TMdbRbke0KoqVUme4+k894pEGgrnXG97DFp5aOY4gLctyOVQJFdFKU1Dsuq12i8apF1BjNINKW8lAFTbY9ihtJCgldYypu4fiOr9UwoRCRmRxNmhk6ZzkQhl3fd+18vl2GvtPdkuygYOq46ImdXxorgOAN7NujsB2xiZLO6qFXOM6fXr1+7hL/sO8HWvJiuW3by6m233XnM/EFLMMmK2BmM1w+B6AKOsIFy/qSUX3ByYw5fnZ5xxx0uz/zwb9ENAzLsi3u1sz33N07+3/ft0VqRM+4Fl9KsAwTkrZDrUETxT26vWNHVydqN10rfoHFXPj1D29WHQrkOP+75yl+O5YZQYaSNodm1sF7f3jWdrYqPti+q4JkpqnIeRN+eZm9FxM4+8f3PPL9+9p4SIipG//tWvyGFD5UJZNsqWWC4by3VlvWyc5xvm+YwxI2/e/oJhnDHGU3FYP7IluKbKePeWagYiBqynGEtSmkilao3yltAaWVeUawyzAVtwXuFHD6aBBeuNVAhGBi37uuo0TUfPXPqBtF8GtaNVW9PU1mPs/Igor2RnOYyzBBmpvkc29rXCqFLF6X6bllLxw4SmNpw2lBBlSNJVJClE5nGSiGUlXjOzfyBNvsGhJ97uQ5GXlwvOGZ5fno+l+rv3b5mmuUu9pAzceaONV4d6CPHw963rdihodkVNLrknyzYRu5bc9aWadbsSc/iLBby1VoY2WujYEi8lpfHNzbl76DTjNFNqwU8DMUTO55vD0Gr6Hq70JCRvByF7VbldP33+RE6Ry/UFpfbluT5o1TQYx1l2qOXVkeGcE97qJuqgYRg4n0/dyiT4u6Hf4rtgW2vL09MjIYmGcz8cd6G8NpqmJA14T6LNpZKb9BwN5MHq2ejaSomKVhjvOhksHyVSrrnnoffwnu4zTEV2nq1WBq9RaeOf//v/wP/n//J/4h/+X/933kwDv/n+F5ynB0KqOOf43f/4H/nXf/lnPn/8jGkaW2WFFKtH2Yl3735gGG+YTndyECrNsmw8fn3kct0IsTKc7ijaUt3INTUuqaHcyEsIXLbANQW0t5LgVRKlrbx9M/PLHx5wLqN0ZhwdWpdeFSjs4FFU0A1tFDGuKArbshBzlKi9zheqrSIiIhFkpCROmZeXC7ZPTp+enrlcF0L3hJaUhNljpGLa47lrXyeJ9BJhHWqjoCvsS3eE597w1w5vVf2W1F3utTNktOLo4+REKOxZfztPc181GO2oUV4QRTvKT63VcYsePacRx8LkvOQZ7Kd8v7JLV5a3JoH3Ocdv9KnpuH29t113mQ+p2m5basiB46yV7PgoSbJ3N7copbFmODSfwnfcLVMSWaZ14+vXr8cOlfoKJjZGILmq/7PWXjW1u9FTBO+1lzD0P1fBd6/fXjFo3WX7heNA3Hto42y37ARyLfjBHT9To9Wh/FFGfq65JHFCtCqSvh4uorRwUmrvx1ttsuKQyMpDr+uMgVJ78lXgu7e3vHtzw6++e8+/+5u/YVsin78+8+a7X3F7c8cvvv+e//Lv/47v3n5HTIn3777jF+9/YBzvyAm88Xz68IUtiKZ4XRPbEnl+WckFUm2UqkhFkQpUZbDjSEZh3IgevOyRS0F7B1ZWGrUlvG+cbw3zrBkni7KgHSgLyigKEhknwzDJq2zfhKoaa6X/66ee9451W1i3Ba1EyueHiVKEtiYBPdIS7BR4kfb1/Es4IqyXZUGX3BfqCBYPJb/pPMnIu+RyKOx7KUtrlZgFMhtDlIazyGk3jsPxAu3ZCKVWYofX7r9s11zGGFjX5UjOlWXwX5pXrbMd0/cajCEY8Hg4NnZo0/7f7H/dAU/77WiM4/b27ih55Ycqp7tzwwE32lcUqgOm/DCwhU1uRyXhnabv/HZKW6l7kpM+hlfbspJTPORwEvIifXLqe1CtX4NlLpcLMSaWZTkc2nu/6pzFWFlrGG3IKUnv3J39ueaeHpwISTLSlflL/+QuiZMpsjxXuZdbTSE4Ck1P7e2WpSpTQGetlNS2s1W3henkaTXhveHmNPLf/rf/V/7xd//Mw7tf8tu/+S9wp1u09vjhxPsffsG7d+/Q2nBdNi4vCzc3d1yvG9bIzpKmuV62PoG8pSpLqZpli8QofXfZh0pdwIExVANJ7mzsIC9aKoGmIvNkebifOM87cbuhOh689VAhZfrQzokaSvWe11gr0awNSm3iou+77y1s3N49YKyI9EEdg7XWONCFtbWjaNnZtHsLpUHitHIoODugmgR87Ft8rRTOOJw1feexY+Br10G+DhNEjzkI7an/vet2JQRRdKxRyGvTPHeDa0LTyDHhjJWcvgpWIVFYqB5KqSWvr732TnILtX7zOPYA0G+Nwa8UKnFieO/FyBpC7+/0cVBYY0hJRNDaCGdm/xq7230cp34jwHK9knPCWN3FBRrT+OaAkGTd2l6z6/fd2s78zN1svId7CqhnfT2M1E4C0OyR31IOyYpF9bVMK0UQeVrCQaxSeGspKfUIMSFnUwVipdhv4tQHYfJJ7gogowVfcZAHehBJ67du7j9f5S1+HvlyfWYrieflgvMjb97/mpt3v0DPt9y//SVquEHbibu7e07nEyEEXl4WYkzc3ZzIOTPONyhlyQW2UFhDoeJZt8IasuwHQ+jlnQS55pTZYiC1HVlS0FZjvEKbhvcNawreVs6z4s2d4zQL/0brgtYNYyWz0VhLUyL/a0pJKnHrEKlDEllY1gvTJDFs0zR3/axluYrQYhhGUUQZ0S9LdWWOakspJRAzpZmnCau0zHqMsZ3sK+BZ7089lL6bQ3s/JTvgfWmtSLn2CZukFj0+JlHzaySSq7zCji6XF27n8zfUL3OUnDknrkvGuxGQ+noaR3EnAEsI6CQWoNA5nQ1BI16u4to+nW6OfeaOwrhcLsyzIOJaFZfZXn5a67i5kXwJ1Vo3w3bFghYHAH1QFHOAVnh6eiJusjbwzgtOQQnbJHY70Z5HEePWo8lGHp+fmGf5cHZT7+gca0xHPNzpJJnm3jniFo9S2fR8CHqZaQdzlLNaW2JJlA3oUrx1EWmdRGOJoThvAnnyzv7PUno0KTfRlVYRmMutl/v4XcJKrdK8PD/TkFtg8J6H8w3/9f/iv+LNw5lpnjj5mfl8y2MsLP7MlhI3w9/gb96yXJ8ZfEa7yp8/fmLLmnf3d+RwYR7v+fjzE/bscNqSkqYoS66Kcb4hI4M+6wyF3drWSLngvNDfVHd5OGPwKFIT4rfOYvolbnhduT8rVFIstVHCRi3drbLv6LaNYMTdQIWvT1+Z/USIAas0IUYUmnESY3JKCT94zucznz9/QVtNQ+Ydg3P4aSQEwXqIIUF4P8YYKUEV6rDStKPW1YcHzjpxfEuzL6WcSK6spM5UmZLtV6tS+sC5yalU2QM1jTFcLsLNf3p6wnc/lTBRBFeoO3/Edq/bPojY//tvd3el+9hOpxPrurBt2zHd3PGAe8/36kgvx+28+xetlT5q/7UDqvb8PnkmBfGgd/mblhH1NIleVqKqxLZibOeZlHLcVLutKoQgSpIqmPkdtzHP06EK2i1GWxSFjQjBpVeW1ZB8DUqj5EiOua9AMt5YUWC0cqT2GgQB33qPbbTC98lyq98KG9TxZ0kp97WS6b420bXuEdg5F67LxrIG/vynn/j000dijPzhX/+Vf/rH3/Hh4weskhTl88N7ppv7LhZw3Nw94PzI/d0tyjhyVTy9XClF8fj1hZArtSoZXtXWURlQioikZbqrsE7Sp+RnLKWlUZKO662CFmk1QA0MHkavmYfGeYLRgtMV0b8nkRcq2f/teYwCxhK9qazdJNx1/1Brk4nzGgK1P7Naq9fJqlKs1ys5SgSgatJbDt73g9hi97y2Whu5VJzSYLouTiuc9ZJg2kub3PbsdtFf5r649OPEtq44N/alZDpuoWEeBVOAcFiUUt1dP0t6a48tk/6kdMmWJqeI9fL3d3J0aa8aTwo4O3Reqe1xZcPRa+3EMdmjdap2x9wfJSp7KbffjCJ01vvv03eXue5KFyGKtVZJOXbFjeL58sLD/YOsaIxhiwGlNfNp6l49eZBzKdhmhVatX4lv3/Zpw+BZ4oI1lkjPIMiJEBJYI6bQ1lDIf++MIP1Vo2cPSg+SUpbxvAGq3CLOaGqWQc3gnZSwrRLWTRwhRktAT9ykAlCSYFt6WaWdRVWBIxsFad348vknXs4n/uN//z/QlOb07gf+/b/7r/n09ZG77+7RTvrXP/7+Ize3HrTj7//df8l1eeLjz888pyuhO1zWGNlK5fb9fa+yerWF1N1Wi7FZ6YzTTsJmjJTQToFRFXKEHLm9mVBBUIgeGfqWBvrkcFXzNa+U0ihRDALKwuQGwmUDLYKHw3ZnZC+otfzMaqPvuyU+QDWBPsVUjnap5AK6op07LijBscjeePQOLWCZ7mhAIEm17F6nPfiDHlhojv6msacQtf5S9ZTbJlAieQBkMLJH+O6ewVIywziybeHInBDEmzlOllprnz6241YMKfY+pB5TxJ1KPU3TQXHLWVYU+yR0Z9PsKUsHEGoP+jyW/90KROsKCH0Q04bBv4KO+u+njJZJrNby4CsZ37RWiVuQFNhhQKtXIJO1+/BDXvQQAtM0kVPi8vLCMOwhpTIa11ozTiODc4h3U/cb1Ui4JX1CWmXKG7dN+r1WoeZOHou0mmm1dKpB6C9w695E+RpCCutBL7mgqIQYUB1r6MdRpIlNBBjjeeTm4czd/Q3n88Svf/Nr3ry/54cf3vH0/JU3332HHwcenx/5+vyVUCqpaebTLY9PT/z+jz9y2QqfnhaWUKhIW3M63RxMndKtPq2J+FzKfgmcMVSsUzgjt5mmoGrAkDnNDlUD46DwrkGNqBbwpnI7W767nZg9GFVwptGHp7Sau9lcdtrjNMnwsAnKQ6buCLy6s2MkbiyzLSv06kVWQYXTfBLaXpUkKE3rQzSpkOw+udtvIBllV3QVRAC1cXM6swbxC4oYWco68UcZwiL/zLnhQLi32vDTQGmV68uFEOIhFdt7Ga01pWZytawvkdNJltDjMKCQRJ1lXaVZ7dncDRELLMtVfj+9RwQLmWrPKXTOda+WlJIlFaztuMOuZmmtsIbEOBqBwA4D1MY4eLltKigr+QDT6LlenlB0VELNDIMs4GPPc4hZUIIpZWLOPAyeddk6nFVu3IeHBx4fv4rgwSjBCaYd51GgwBaeKTUzmhFS5XK5iGGYHrFlrOhXS2AcJQpMG8NgJPPcKKgKQi6YEcly6BPXFIuEkxhHLYnBSe8fgG27cupyQZAVxbvv3pJyomVJ9lVGYZTCD46/+ttfcvvdxP2b36KBaZzJNB6XxGgqXz79ETs7wvbC+WyJb27544dPZAqXsPG7P/1M8QMPv3jPr354IKYr1nmmmzPDPKGcwlp4Wa6gK9Mw0MhSKmoROVijQDcp+6lYZXBNQU54p3EK5puJpAOmKloojN7STOHh737NH/70ha8froxGMIkxJHQz6NYYphEw5FBAaYZxpuTKOJxRWr2iCrVCYeUgLYltWzmfZpxzPD098ubtg2h4c5EEsVbEcxkjdvCS/NMQOVRFSqqW24H5XsKGMsJrqa0w+xGa6B+dHTE6oZqEEMYkGsZhHAHNy9Mjp3HEa4NVmsvy0inNYlf69PGKH4beS7XXHZmG63KRcnEYMH6UaVMfTpxON5SU2dKGUKqlQbbWk3OlFEkhRTW8tphJYptTWkEbTuMMrIi/UGOU7G9KzbQiwwqtNZdlYbi9R2GgaUarUVQxF2tLaY0cEm7wGCcR1KKGqISUianghukYbkCltUKuEW8lVXVbFk7zKA7skgXl1yS8RFPRSjLV28qR1lqK+Ci9AuKGm8RMarVGaQumsdRMCptEAgQpz203ooZ1RRmNagiaMW6C2CvlsFsZZ4S43RfJqWZmN0EpDAbuxhHvRy7PLxjA2EzIiWmYieGFefB8/fqEn6U9+fGnn/jXP/yJpcD89p7p/oHT/S0P370hhVUcL6oRQqINjtN8S1NJVg1NcCDS/zWskRfO6IamYE3DaYWlYRVCFc+ZUcvecmge2wx6BJKI3C2Kv/vNO/6M4enzF4wSTIhrnjUGaQ9AdLa5YozHapmTpCz9dcoJPzis01wuIjKZT6OQzZu0INtyxY8DrWRKy7TmyHEj54Jt0AcSHKJfqw3GKtCKFDJ76kutr9Cm2kTLd9NkOU+rglzrqDcQLeR5mii5cH9/f4S5pJT6AEIMmrKsd31veOHtmzeknDmfT90WJcj13Tso5ZdwWXZ5215m7kLsveSLMTF4j7OeWAJaO5mgfrOTNMZQS19pGEvJstus3SFRq1DCaBVrHIaO76jS/+4lIL2nbF0iVsoekS1Ix3EYqMgOSRQx5htRQTl6QTFAa7YQZUjTl/A3p5lUe2ik1RSgxCRTV6tJHXhrjRKFht43muCUwvah2O18OoYMu51bAeNgX4dpvRT98uUT97e3glhEUwqYVtFGZJWfP/zM87JyO06onMlacZ5P/Mvv/4XbN3csIRHKRlWFZVlpKIZp5rd/83d8DVfG04mwvoggPWey0YzddV4baCuBL7msWC29k3Fg+9DFqYbRVaLNdMNScRRULTincKridUONGq8dtmjKVsgtYapQ827/7rd8+fiINw2DIS1C1stUSur0Mg0xZEZradKVHFrmlCMp1z4s7OuxKhLGddu4vz2Ta6a1biIGidC2Bhu7VIba0N7gm96nEkInU5pcRbkyT5Kb3XpDvEc1A6RYME4c67VGKe/Wizwg1vL88nxEhO3yqhiDUKDz6xJ9GDxbkP3J5eWFYRwp7CsBoaIZLfrKsBVq1eyBiQLuBWtlELNtoU+0pNzcgxNzFo3fti0oajcB7x+uw3nHsl4Z/Ygf5KGtRfpebTWpBGrRWDewrSveKIqyoDqe0Lqew9AXvqphnZERdkc8SDbgVSRzWYJEdpqad55UMq3Ky90ahJQYxoFtzagoh6P1Fq1gHkYpw3NlawsjEynIXsqAfH7eCn+TireW3GQpPLiOuWji55ScR5neeu/IRTALxubOwZQpa6XhjYSUxgSXl69ccsOfBra4UtLKx59XMJ6TVny9PtK0xo5n5ocH5psz0SqWbeFyufB0fSapiho8Z+v68rvSqjCLrHZ95VNxqmHF5yz5gqoymIqqBW/A1YzWBaMUrhm8LlhloEQsFmsq2jRqipQKp+GeH96eaTReUiBXMMoc6q19aOeduFN23CNdB22q+GiVBqcFIalohG1jHsUlMXhL6CZzo0XwnWLGHqN9BXnrUUtO0l2ddxK+0iqnaSKXSk2iKLy7fej6Q4mXQu1gWrmRHh4e+Pr1K0vYGIZbdrDvsl0FfWcsL5cL1lihTCsZUGxbZBxFVbKFiBtPtCa+xC283lzjOB/0rt0NcGT8xdccQpl3yABGo1nDlcH7A7JaetrPaIS5cj6deHp+4XSaj+85hUQbZHS8bgvzaZbMc2TgZJ2wUD9//sSbhzd9gqwxXmOygJ1QUraIwkeAwrv7/u133/Hx409Y6yg5oYeR2GFUKitAMTjPtm5iCh4ctlOunRVsutaa0zjxsi60nHh7/8DLy0UkY8gDoRAni5kGoZ/RMNqwXJ667zP1/VRAqSaUA+1QrcmwySmyEq/o+/tbUrjw+U+f+NOHT9zc34PSXH+6oqxlPN8wv/mONV15/PEzqTWa9jTjKCi+fP3M8/XCGlfcYNGD5839G8aHe8a7mVy3bnUrve90KDLeWZyVBF2rC17Lzee03IS6JixFbkPt8DQMCd0NzKbJcHG0lmwzZVl4uVz4d3/9HqXO/Pg58LvffyXmwjAO5CBIx13JVKvsvVPHWDrXs1OysF9T3hg6KWIcJGfi5jzTSkXV2jMIhar+sjxildHHMny3ADUlshvTp08y5RPdpbaKEiXo4rpe0MpS6obz4vJ2w9hH+rJ811r8Yzu6wmZ3OK51X/TWWgihT/xGmSzpHgFmTJel9T3d7oAopaDbrpN8/XvLsuDcwI6pV1r3D83KOaGE9fGtAiZskapF2yqsGyEeaxTkLMGoSm4co2R6pa2XRXWTh1jZ1j8gyFXivqbpxHpZu5JCHTkLpjMha+eS7oeKUorb21vCsif+SpCM0lriyRpHpJlWspooSeGsplWFt5rBin7WKCXski6ZGwaPxRBLRZWGZJ40jGp468gpdtO17DNTKfjZMHovKb89qDImiYo23mG9o7TE3d0NqRZCjr0njmS7MRqNNrNULVazXTeMN4zzSCmJklPv+yoVjT3NwrkpHSFRKsqB6RiQ2gpuT9JVEknmdJX/qYKn0EgMBrzSaIqsJmhCNFCVtG3Y6nBaUCClJlrJLM+F1jZ0HXGmidi6ZFSTW6+VijOeQu1k9gJVMjhad53UInzTOjRKiYQNptHRaqZUOcSclqplC4FhcGhxO+z5fa1zS+RDbK2irRJHtILa94VSWvUEWF07F8McQxoFsjytlXmaKFVKl3ma5QXoy/HhG4xgjEEGC62LmOHAtNeaDwuPmHstuvVswGPX146Xau0BoqLPfFXGHCdYf2lNXyjXWgid+LZuAXoAx45gHPzQHfsaZSy64wZzyd0n12hKMfrxyE0XcW6i1EilYqwnpsAweKZpYsf0i/zsIvBewCpNTJJnUHLpKH9ZDqtWyUXE8rWk3rEL+l1i4mTVkMLGer0INDdGSoxoZFJoFKQQena89LUCmhJGqVb6EA+I1UmGR9M8Q1/DbGmT6sNaxtOZkCKxJLCaZgx6HLh//w6mEX97y/TwBjVOaG8ZJ0cqG+sapIydRmIFO83EXGQ3WiUCupR4rHZqrZhapexEMu+dQno8VfGq4FRhMo3RNAZdGExl1BVPxpPwKuGIeJOxKnOePIPThHXpYaUBXSP3pxHTEikGtDNo416jxowQ+hSKGLOsLfrPTATrqs8/VJ8FCMlBBAy6t1ACPlC1ocVqLyee0kqE10p1c6iYZo+EUbXHjKkD3ptSxrruYHfmECHnXGQial89bS8vL8AuHhZJk+6goV09/q1nEDiyIUCa2xC7XzGnQ7u5v1Cn06n3geYQAQAHpDeGgLOWEALbuh5uA6XElV5b7uqXnR3T46v6i0ir3WkgFcM4jLLjbKJIUVqAS7nI8jyETTIIrPSgIMEspWRyLrKX3FVITcTAWw8HaYjqxXZqdsrpsOVNw9h3tYWb84xBFvBh22i1kGNiWy4SZy2SHBl5ayPR1DmRc6SVJPFg3evXasFaWXpb63BeE+IKNK7LRTyNXajdUNjTDVkZ5rsb3ORxo5cpZqmspZCVIqAY798y3b7hdHvH0JVD18tF9mHWM53vQDvm840cVkZQmHtGg9VGfr40tAJnqpSZpuFUZTANR0bX3F/GymAVg2l4LUMZ0yK2JQbdMK3IrWlgmgZub29kX0vj7jzxqx/eYch9XSB7cJSmoA5aQi1i8HKD7zpk0Ubvog+jhaYdtk18mFUy5vdMj1rFaqdzFpmPVrpLzeQ3q1kYIALjlbTcsCUx35bUfyAcKLsUE6fTjeSG191Ia6SOLpEQA6kkuaKLeO32G3H/Jl1n8zcEEZh3+8Y49gV9kZp7XZh7LHXsed1aKUII3Nzc/IXpdhzH1+X8NHY/4cAwjocmtVZBDpb0irvIWV6EUgvG2y5r04xWXAzz1GVknYIlRgL5PX1fmiu19150MXMTqHBXD+VSyDl2YHHquXbivdtLvpfrRfZNTU5XQXZojJZln+6BMK2KMscgAZ6qiurFtCbou1oI6wIdL1lrlP1gKXI7Khi9O+RSRkMuqR/Kcug1haxjlEIbB+PA+HCHcoaqCoXC2+/fcfv2AeUHXi5XrB95ua5sqWE6YEqwGgiTZ4t8eX7m3Q+/xHkROWslYvIYA87IHlbWXLJ8NzQsDUfBa9BVys7RweAVk9dYCkMfzniV8Vr+OpnK5DRWC1lt8I75NHM630hlkTNluzLqhjVKLJPGYjsCsnRr2E47M0r1Z3+iVknalWqNPtiT6mQaPM4oUtxwVpNTkFWKUn3C2LWGtfTAemfIMQpEKIVu3xGqtOt5dKU0BieuYD8MPcgz9uV37NaSC+fzmRBEmLzn4m3ryrYFxnHg7u4Oui9rXVeW5ULO0pO4bhT1TjSY1hra4YQXP+LLy4vcImXnvNRXo6rWByYjpU0iy/qq4vjvWjuguTsVzlgnShMjtp9G7beCmHIbiLzOCDQJpXDDwM8/f8RYxzBJOpExjhTLkeH37cAo5ywrh9p4uL1j21ZielXr7C6MlJIEsQyO0dvjgFM0tkXguXMPyiwpopX07L7jOd6/f4cgPCo1ZwnC7NjEdXkhpygHWmvM84i30iIs16s8JFoBvTXoU+bbuzvseMftd7/i/v0vuLl7i7IOO5ww0w1Pa+TpurGEDXeaSUbz5WUjNI0eJ15i4XmNmGnGzbesKdNUY1supLARun6yZkGFWKWOA0XXgiFjaZiacAasagxGM/Rd4GA1XldU2bCq4FqCHCkpYHTF6cZoHa1ptB+x05k3b9/RamYeLH//V+9xKqFVoVbRxgrUeRPqeFceLeuG804m2LX03lueo1oKzhouL0+EsBHXDY1MnAfvWZcVrY0Ee1j/bUZ87YPN7okynYmIgq55C6G7flsX+WrROU7TqeffyV5vmucenKKYxlEGOinivGcchyO7DWBd1+Phey3zJF0m5T1I1HQdZsdWdL/fLrDec/z2IcxuUZIb2R4IiFKkv3LOMc+S1bCFjZjScaO+luOiVUWBdxal96z20m/MfRDUuvxObhHXhzp9gHaU1TvEas9MzCkdu0kpUfc94o6jcIyD75KmiqIx+PE4aXdwcYpRdLS1HC9bK/LCGdWz363BO3vsJa0xaKW7NUkCOUOI5CxRaM7bLs/rbBkglsTz9UWQDm7gdPeA9iNuPJON4dPTE9P5hu9/8QO5FYpq+HnCzBN6mFDjjBpGzg9vcOOMn2bcNEhAUBebyz5Tyn5T2/Hy0Qq6FcHd14yh4mh43RhMZdDSF9qWJfK6JjwyOBqdZp48GrEY5RQwBkmz7ftr6zRhvaJa49e/fI/VMsCxfXBWumFBHETf6JebQMFKyYf+eJcd7j7aSjvmJbVmmRcIRKY7gDuwR2vb1SimPwC+926y93Hd0mKMIXdorneySsg5MXaJmvfD8XIdk8c+/RwHeflikgWs78gD4aIMR/+3hYWaI3Fbj9LSGFlO72uG3Yu4u833gc1eokp0mkyh/jKlticMlUKKqTvCX8fN+9ctuetSa+Xp+bmvOlIvIVNf1Op+48kAiyLhLbsedifBydcWZ/8e6QawrAvGWDEff/N7194bHtPbjnEfvLjt6S+c4A/kwc0h9JtOEbYo38N+qOSM7oehM+ZwUWzr1vUTrR8qYvvaobPfHiDGKL58/UpD0ZxFj2eG8z2xGj4+vrCmxN39A36aqAqu60qqFTefme7uGW/vefj+e/z5lqw0W0qkmHl+fmFHNe7PWK21Z4EkWstQkkQ7tywKGC2Z8qKIETeE7ZPRofeIWok21lnN6DsLCPBW47uedhwc4zyLvNJq0DA5hWkRp2Vlo5Q6uKn7syMkBnnedmlHaxKzh2qyAzaaWgPeGWrLfdIu35Ou3e4RowRKWCti4NZdwDRpJktrXS0ixs3cH6z9Q0m5yFK5K1ViT2FdlwWAcRwkbUkpbm7OfQgjt1dKUYTL44Tz7hXNHl5NqDIpfX15jhfvm0DQb2/CA/Bb9kgyc9iA9rIzpdwfMoPrOX87i2W/kUrZb8tBPGgp9ji2lUbtwuieFKXo9iIZtIQuNN/NuN++/PvQZee57C/dt66I2sXTOzNnH/BIgI1Yt1D0lNdNuKk0QorUVgldnL5tgRjlfztmRGvR1EroZ+F6vR4snv123iFUDeGYGCf4+pQz0yz9tHISfBobVOuIKH77b/+GZVv5l3/9V758fWING7k24ZsOnlgLD9+9QzvPy7Ly3ft3NIQxJCsky7attCIvT9xWSWUusoNsJUNNooKhYVrFUvFKBiyWgi5ScqoicQdeN0ZvGaxhGj3D4FA1dSEGfVKpmecTfpBbf7SGQVc0+XCE7NY6msH7STLqteyapWJRnTggh6Ws+ORgy0lsYzEEnLGSviXOdsnEi1vsYl6DUpJfZ5xj2RYJle/TRN0KWwjc397ICxkTxki+nfUeITsL/enm5uY4xbdNlP9h26hNPHApRdw0C6168BK7VVfO51su8UJdM7f3d7J+MIZluXI+3xJCkN+nl2qSZCsZ8LU7I/Zl6E4f28uGy+XSJ6aiQok7hrA1thgx2uIHyUhMqaCch162LOvavZLw9fERN82UGBj9eLgEtrAxDCNLkqy4nBLevdLfxnHgcrlKNkY/oM6nM+u2HeVtCJFpnPpLEvttLlgP7z3PXx/BWOmrvWP9IlhGyYpQBwXce38wa+Sw2/B+Y9sGhmHsh4n4Dtd15dOnjyzLirUeqmJbUx+8ZKw1LFvm9mbiN7/9NehMBupoUfPEb757xw80fvzwI6HHGnz/q1/z4emZnDJrjNTUmM+3hBj5+PWRN+/eMQ6e58uCMhK8o2xBlUyKC/d3ZwmosULlsz5TVSSXiPKemiLagG4Z1SpG9d5QFcmZNwqrPdQdze9EnZJHiqqsq1woNWtCSKRNyTBIe6zK/O2vv+enr4ktieRvjVn8sTVQSmRbA1pLurKicJonFGLsHbxFK7EuGSvPttEebyTn4jSPaKMN1ng0WjSeudOUs7ASW6uSDU5XQxhNyOKIlg88M/gBZxxGW/bkJOcsXhu5XUOiVbg535JixM8Tbpww3mOdZVk2WlNS+jYpDVQr3WLT88R7oOM0zYdwwCrTy1u5gbx3Qkcr9XCjl47M37b1iHw+oqWSYASNcTw/P/fbFoZui4J2ZMJZY+RD8AMNQedrpVguL1xfXmTopCrGdguXVn13Wtiy3LKqts7T5Cgvh2GU26iWIzDF2UGmxVlWKa0I0m5dZHGfa6F2zSElkdaFcL0cZWsKskCOaSOk7bhF5eZzXK8rl4t44dY1/oX5dhjGPvEVVqrVHaVpLdsmjhca1Bo7WsGglGW+v8NNM7Fk7m7vubl/4PbNg7j1S+LL18+8PD3i3cC6BX7+8JGxr41KTrSceXl87mnGmU+fPjMMo+xKgfN5whigCgxrHBytFLwF3RLkgCoBXTO6iaBctYzVrVuxMt4aNIUUVmp/TiQTStYWp0H+eS0Z1Uv7lFduzx5NouWEak2SoavkT5gOYLbW4Iextxayr259YjoMIzGGA6qVkuxrvVFo4ZModvKyUrv7Wu2UnmOvV2sl9T3T6TQzThN+9P03kn1WjPLvOSd49P2/33sg66xcwZ2otveJezJuyvl4SfZTO3ci9g6zDTEeS2z9zQN9IBx6PsVOnxIwU5/e7vkTncJWSmEY/DG02ZdtRmuu1wWlYJwkTVdrLQm3OXeAkKweFPTdj3wvIUYZHCWxOF0uF5brlXVZWLetf10JrRF/Xjlenr1U3H9mSgnqAmRF8W1PmVJinkRpcj6fD9SG1vr/19WZ7LhthEG4emGzSa0z3uLARmAHyPu/UA5ZgCAe2zMjUiR7z6Ga1DhXHSSApNj/UvUVci3vc04vaAViE0J47zd/JGHHN1E47welaTSQ0nKjm5Yv3ujhnIdREsExjUk11KF0bQelGljbMX8wMUnIdhY+BkzTgufLBV+/f8PxdCICMQQ4v+Dy/IzLwD6w3+1gbVeHGgRRibrobg1TrLiZ4x9MlMiBDSgWV6XAaA2Rc9WL1mEKWK6WtHpL1/6Qh49bZlqcNnUS0FuFj2/vsVyfIAXF8E2dFBvTVEqCAS1cettnr3Fz3hME3VTXNNdTbB0kM+4IHmXDzfF0KbmWjhIrPl4ICWNauOBBdzDqj8ptt7bSyWJk37IqVZRck2R/7HFQp4AxRkzzhFyZH5SJsd72iV6qBNxCY0ph4k+KG31q/fz/fWKuU1q+4Vt0na0x1nnrgZRSCN4jZeYlNrWUZllpSQ8HJ2aiehwy2DNLKTHPC7H99U+yyu9yYl/4+PSE3X6/3RByQ+UProxS1wMll811cnsBUbETQ9xeHFT6sNdrrd1UPqIKKYwxMI1BszJG64rFtPRRTuOyDT3W32KVw4mfEALnuzOyZCAMr1uouD2alltrobXcaOXrlHuaJ8QY4GNA13coJcNaU5EdCn3fY3ELtGTOho8Jk/coQmJ/POH167cbLrGzTNkyTYMS4+b6J2iKPaEAIHICSqzxGoUrB1EgwPJUlIgcFuQwQWQPAXJwmvocPT89btcIiqGljbGMr0NEK+m21w3J4ny++GdKKcKHWI0KfP6i5/rCO89BTGGLJOrzqZSGFlIhJta1hNnyYgutb/FX9QvlNmwgUUvrFkpJtJ3FMpF8dj4dOOCIDr1psTgPVCNpqRYj/xzQdRbDUBfk+x2FrH6m7Uhq4uW0hk83NkuMEcMw4nDgb6wnpBANpORk8nDYQ0BDBr9xbLTmtG9ZCAM2mquHp2+P2O33VJ7Ul46UaiNsH49HLN5DSrIcXUi4LhPa8YrdQbCkjhFSaIQN9KSx3+0BLXEwB8QYsd+fcHc+Y74ODOwcIuaF/jw/jRslLiXiD5OjeXaeF5i22bS1WjfIJeFyuaDvd9upbW2LEBgAwxtLtQpfni0HB5lMl3G8YrlOPDEzszu6XmCePXImal2pBoBEzIwKWF84zvPEfv/hJ/z2+RPG+QoZLTES3iHGhD/++huTWzCHgI+fPuPLwxe0/R7StrCdRURC8A6v37xC9A5zTvj29V90+w4/f/gFb96/Q0GAsQoiz1CCjpuIgOv4BDd+xbt7CysVjMlQjUDXGliRoJCr47yeUkpCS82SWQB+GjE+XaBUBykjcxHLHkDCPF3R9RbH8wnLLFCEQWiBNF+B5LGXDX59f4dhAX7/8x8E0dceeq5ijwlNbYVQchVtE1F/d39GiQ66ilKUbIgmkXURz8SjivtbJ4lCUBFTyIpZJ4jrWDqXguAj5tmxxJpGOO8wzTP5LZJskXU90NSdlzEtxa2l1NUER7Zrnl+u642XkrQU05YLt5ZJa4m28RW3Ei5spdZ6IrycfKaKgVh3dCsW4lZ6VWF3XS+sf3ziF28rCiYcORyPJzSGUdvOeaxQqvUUnqYJfd9jGAdISWNtW+1D1lrqPZtVudNswCdZdYO6obLGmHa7Li+pb2TocGC22+2w5mMAXB8xCPQWpHp3d4fz6bSdrCundP1ucnR4/7QyGIZh+w7vHakDbqnCBBLJTGuQPN0gMQZoyRXCMI5UH6FAKI3nywXfH7+j2+0wzQvmeYZ3Dvf3r9C2He7u7+FChOksrrVcHwfiIYfLBQ8PD8i198opVUFBpqInxwpXJnYRmXBpKTPH/YjwbuJpmSOm6wC3TAh+QQwRrTHY7w5QQqIxLdrO8rPDAUYbNEIgB4fjzuJ0OKFUcbVzDjnHm4KpHlql0NZ1Pp8pS/S+pnvdyttSCv4DQphyfYn+ZDUAAAAASUVORK5CYII=\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=224x224 at 0x17C4AF83940>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Conv_1\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=224x224 at 0x17C4B0529B0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for layer in ['block_2_expand', 'block_9_expand', 'Conv_1']:\n", " print(layer)\n", " display(eli5.show_prediction(model, doc, layer=layer))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Indeed we can see that the **first layers** were activating on simple features such as **edges**, it seems the **middle layer** was already targeting the two **animals** but didn't differentiate between them, and the **final layer** was activated specifically on the **dog**. \n", "<br>\n", "These are good examples showing the model are making robust and specific classifications. <br> \n", "<br>\n", "A bad example would be the following: <br>\n", " <br>\n", "Here we can see that model actually predicted a **correct** classification 'dog'! But the main triggers for this activation have nothing to do with what's relevant for classifying the dog in the photo! thus it's most likely a **fluke** which won't generalize well to other examples.\n", "<br>\n", "<br>\n", "Verify your model and avoid these kind of mistakes in production: <br>\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creator of this Notebook:\n", "Dan Bochman | [LinkedIn](https://www.linkedin.com/in/danbochman/)" ] } ], "metadata": { "accelerator": "GPU", "colab": { "authorship_tag": "ABX9TyO4MGQ3DXx1LZgz3UAubdbB", "collapsed_sections": [], "name": "ELI5.ipynb", "provenance": [] }, "kernelspec": { "display_name": "open_source_spotlight", "language": "python", "name": "open_source_spotlight" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }